{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "e2918e25",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.family'] = 'KaiTi'  # 设置全局字体"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22073070",
   "metadata": {},
   "source": [
    "1、对男1000米跑、男引体分数进行等宽分箱操作，分成3份，并使用饼图绘制百分比  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7e3bd990",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_male = pd.read_excel('./体测分数_男生.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bdab114d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "优    380\n",
       "中     68\n",
       "差     29\n",
       "Name: 男1000米跑分数, dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "box1 = pd.cut(df_male['男1000米跑分数'], \n",
    "       bins=3,\n",
    "       labels=['差','中','优'], \n",
    "       right=True).value_counts()\n",
    "box1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "260ce60a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "优    219\n",
       "中    137\n",
       "差    121\n",
       "Name: 男引体分数, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "box2 = pd.cut(df_male['男引体分数'], \n",
    "       bins=3,\n",
    "       labels=['差','中','优'], \n",
    "       right=True).value_counts()\n",
    "box2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3a0de37b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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m3d6ZS0aTpU9BOcVgZNLsL1C6/93eflSjUrx3DbOWXI/LaevT9x1P+k4h+pJkUfTKLjyZzLxFOJ3d2LqasdvaiEvIpbZ8MyX73+1zBzC7YBm5k1eP2FSIoyN+JpNV97jxaBLnNUI4Wuf3Z9LsC1EUA4d2voKiaHf42pvLKDvwPrOXfoXS/e9RX7V9wOsA9HQ10lS7H+PRuFQVt8vuU8xm8pyLMVui6GyrwmiykD/1DOKT8mhpLMLpZ7Phnq4myo/bl7G6dGPvVJrM/MUkpBT4/D5UjwuXs4fivWsGFb+qqpQd/KD3e0UxHLm7uql3q5LdGx+mvaWCWYuvw2HvoKezkYioRN2CPUIIIQJrNPv+jLyFdHfUU7TnzT7v+em58+nq0K9GerRf9XOQquL1faapGo2WPhVKJ0w9k862at3Rw862KuoqtjFl7sWUWKOpLdvkc470nUL0Jcmi6FVVvJ6q4vW936fnLkDFQ2XRpz5TRczWGLo76nrX+p0op6MLj9uFNSpB97jZGgPQuy5wtM/3J2/KqSQkF7Brw8O4Xbbe5ymKgeb6g5Tse5tJs79ASuYMyg5+QFd7bb/XA21dYnzyBABU1N4Ni2MTcuhsr0FRFEr3v9snKSw/+CEzTrqG0iNbdRz9GVyO7kHt8ZiUPpWujnrqvCrDGk0RtLdU4HHrT9f1pnrcWKyxWCLiiIhKJDF1Im6XQ1uvERGHNTIeAI/bycEdLzN13mXUVWylu6Mel1M2FhZCiGAbzb6/tmIbTbV7+1QFPZoM+hsh6zdZVFVUrymqBpO1t3pqRv4iLNZoDux48ejVMBjNJKdNJTl9Gk57F+WHPiQpfQqF088mLiGXkn1v+73p6k36TjEeSbIodCmKkezCk6mr2Ka7Di8yJmXI5bMH0tVRR2xCNmZrTJ+9hABi47MBcNq7Ana+t4zchWTkLmTvlqd6p7YcnXKCooAKDdW7MJqsFM44h4SUQprrDlBdupH2lnL/P3d7LWk5cwGIS8glKiaVyXMuorrsczxuJ4qi+HRkHa0VbPvk3j5/NwkphXS0VPgt4nNUXGIe8Un57NvyNN7rQiKjEmlvqej3+UflTlpF7qQV2G3ttDYU0d1ZT1RMKgd3vERLwyEmzbqQ7s7G3o7N1t1MfdUOCmacTdmBDwa4uhBCiEAb6b6/vnKbT5slIg7Q+gQ9RpO1t87AYJgtUaiqm5TMWVisMRzY/iJRMSnkTz2duMQ8jCYL9h5tS4r21gqcjm4Obn+RyXMvJiVzBompk6iv2kHp/nf7vdkqfacYryRZFLoKpp8JKpQdNxXjeLHxWX3uRI6ElobDxCZkk549j8rivhvaJqZNBuiTdI32+cfLyDuJ7MKT2bPp8T6jhWZzNKDdCVXR7mzWlm9G9bgpmHEOSelTSUqfisPWQWtTKa2NRTTW7D72fEs0UTEpxMZns2DlN2htLGLnhgf7rHXweNyYLdE+CaN3Rx6XkIvT3tlvsmgwmJg463waavbQ0nC4zzGTOZLImBTqdDp3PRWHP6KuYisOeyegohiMZBecTGtjMSZzBEnpU9mz6Yk+z1EUA4pi6L1rKoQQYuwIRN8fGZ2Mqqr0dOqv7zeaLCiKcdDXi4pJweN20d5S3tu/dnc2sG/LM5jMVibPuZim2n19itR1tFay9aN/YbbGYDRZcDl6+k0Upe8U45kki8JHcsYM0nLms3fTE7pTKhJSCjGZte0bRlJ95XZyJp5CduHJtDQW9e5TmJ67gNiEbGzdLX0StdE+/6j8qacTE5/Frs8e8knQImNStC+8FuPXVW6jo7WS9Nz5GE1WnI5uejqb+lx/2oIrSUqbgurxUFe5jYrDH+tOhbF3t/be+fTHYDCRmDoJh6Or38XvE6afherxULT7DZ9jiamTURSD34I5eo7/fageNxWHP2be8q/idHTT0VLRZ6/JpLQppOXMY9+WZ5g67zJU1U3p/vcG/VpCCCFGT6D6/oSUAuw9bX2qlx7PZIoYUsXPuKR8XE5bn2quGhWX06bVBPAzUum0d+K06x7qQ/pOMZ5Jsij6SE6fxqTZF1K0+40+o2ypWbNpbynHYe8kZ+IKXE5bv1Mrh8Nh76B0/7sUzjiX2Uu/TEvDYUymCOKTJ6CqKoe93qRH+3xFMZA7aRXdHQ2UHXhfN+aYuHQA3U6vu7OBkuPWFHo7uP1F0nLm0t5SSbefhf4AtRVbmL7wagwGEy2Nh3HYtE7GYLRgjYgjJj6TjLyTsETEEhuf5fc6uZNWEp+Uz97NT/Z+EEjOmEHLkU2WswuWapsvt1X5vcZA6qt2kJAykeQMbW1IXGIe7S3lZBeeQlRMSu9az9ID2t+DxRpH8d43ZQ2GEEIE0Wj3/dFxGWTknYTqcZOaPYeGfm5+mi1RPjdg+2M2R9Hd4X9qbERkgu4WHYMlfacY7yRZFL0yJywhM28R+7c+R1tT39Epp6ObBStuQ8WDwWCi4vAnJ/Tm609t+Racjm4Kpp9Ncvo0AOy2dor3vEX7kY2BA3W+qnooP6Q/Fecoj8c97CI/Ho+L2nLfTXq9dbZVc2jnyxRMP4fCmefqntPT1URVyWdUl3zmc0xRDBRMPwtrZAK7NjyCy3ks3oioRBau/pZW/CcyjpJ9bw+pkz5ebEIuBdPPxONxs33dfeRNOZWp8y5j18ZHaKzZg72ntffc2vItJKRMJCVzBgkphdSWb6Guciv2nrZhvbYQQojhCUTf39VeS0vDYabNvxyno4eqEv/bbhhMliElQY01e+jxs/4RwGyNHlZSJX2nEBqlv71sxDHr19wRxr8ohayCpXjcTuqrdvQpQX28gulnkZm/mKbafRzc8TKqOvLJYm9EioGYI6NknW01A77WaJ/vT2LqZLIKlrHn80eH9fyhiohKJCIqCaPJisftxO2y09PV2G/Cmp4zH7utTXd6qsFoZsnpP0AxGGiq3ceB7S8MMSKF5IxppOfMx+NxUVex7dh+UIqBnInLqTj8se4zDUYLeZNXER2bDoqi7S9ZuoGOQRYJCDUnn/PzwVdsEEKMCdL3j2zfXzD9bBpr9vS7/UPe5NWYLdEU7fGd8jkcsxZfT/G+NXR31A/pedJ3jg3SdwafJIuDFN4dxuCYLdFEx6XLhrBeYuIy6Wwf/FqFsSZ/ymn0dDdT71UKfDAUxYjJEulTXVb4kg5PiNAjfX/g+35LRBwRkQkjttTFZI4ccFus4ZC+MzCk7ww+mYYqBs05QPGU8SqUE0Wgz8bAQ6WqbunshBAijAW673fY2nWK1QzfaCSKIH2nGD8GX25KCCGEEEIIIcS4IcmiEEIIIYQQQggfkiwKIYQQQgghhPAhyeLg+d8ITwgh+ifvH0KEJvm/K0TwyP+/MUCqoQohhBBCCCGE8CEji0IIIYQQQgghfEiyKIQQQgghhBDChySLQgghhBBCCCF8SLIohBBCCCGEEMKHJItCCCGEEEIIIXxIsiiEEEIIIYQQwocki0IIIYQQQgghfEiyKIQQQgghhBDChySLQgghhBBCCCF8SLIohBBCCCGEEMKHJItCCCGEEEIIIXxIsiiEEEIIIYQQwocki0IIIYQQQgghfEiyKIQQQgghhBDChySLQgghhBBCCCF8SLIohBBCCCGEEMKHJItCCCGEEEIIIXxIsiiEEEIIIYQQwocki0IIIYQQQgghfEiyKIQQQgghhBDChySLQgghhBBCCCF8SLIohBBCCCGEEMKHJItCCCGEEEIIIXxIsiiEEEIIIYQQwocki0IIIYQQQgghfEiyKIQQQgghhBDChySLQgghhBBCCCF8SLIohBBCCCGEEMKHJItCCCGEEEIIIXxIsiiEEEIIIcQIUBRlnqIoK4/7fomiKJHBjEmIEyHJohBCCCGEECPjPOBVRVEsR76/FNgPoChKvqIoxqBFJsQwSLIohBBCCCHEyLgE+Jmqqo4j3x8Cio98fQNQrShKQVAiE2IYTMEOQAghhBBCiFB3ZPqpAtx7XLMJLWFEVdXbFUX5AOgJQnhCDIuMLAohhBBCCHHi7gK+o6qq57i2JKAS4MiIohFoDEJsQgyLjCwKIYQQQghxAhRFuQVIAzYd+T4WmAusBpIURbkWiAL2AC7gk+BEKsTQKKqqBjsGIYQQQgghQpKiKNOBh4CPgGogBrgI2AycD7wP3KGqarHfiwgxRsk0VCGEEEIIIYZBUZQ04E60qqdFgFtV1TtVVV0M3AZEAvuAbwUvSiGGT6ahCiGEEEIIMTwrgOtUVe1SFEUFWo87thxtdLEYcOg8V4gxT5JFIYQQQgghhkFV1ReO+zaWvsVrbgIeRpvJV+39XEVRFFXWg4kxTqahCiGEEEIIceISgG4ARVGmohW4eQEwA32SQkVRFLTiN0KMaZIsCiGEEEIIceKmA12KokSi7bV4o6qqbsCGlkgebx6wMKDRCTEMUg1VCCGEEEKIE6QoSg1wIXAN8JyqqhuOtE8HXkYreFMFTAB+AbSoqnp+UIIVYpAkWRRCCCGEEOIEKYqyFzgVqPdei6goyleBbwBZaEVwNgF/V1V1Y6DjFGIoJFkUQgghhBDiBCmKkq2qalWw4xBiJEmyKIQQQgghhBDChxS4EUIIIYQQQgjhQ5JFIYQQQgghhBA+JFkUQgghhBBCCOFDkkUhhBBCCCGEED5MwQ5AiCAzA4lAMpB03J/9fW1Bu9GiHPnz6NcATp2HA2gCGoD64x7e33cAUnFKCCHEeGcC8tC2mYgDYofxpwfoAbqP+7N7EG1dQC1QceRRDbhG98cVYuySaqhiPLAAE4GpwBSvP1ODGJc3B8cSx1pgP7D3yGMf2r5MQgghRDgwoiWEk497TDryZwHazdyxwAPUoCWO5UAZcOi4RzVyo1eEMUkWRbhQgEy0BPD4ZHAqWqcTDlOuq9ESxz0cSyL3As3BDEoIIYTwQwFy0fri45PByUAhYychPBHdwGG0xPEgsAn4DO2mrxAhT5JFEapMwDxgOXDKkUdmMAMKojq0pHEb8DHwCZJACiGECDwjMAetb15x5M/x2jeXoiWNRx870JamCBFSJFkUoSIOWMqx5HApEBXUiMYuFdgFfHTk8THa+kghhBBiJEUCizmWHJ6Mtl5Q+OoBNtM3gawLakRCDIIki2KsygZWoiWGy4HZjMJUUo9Hpa3HSWuPk9ZuB63dvl+3dDm0c7odtPY4sTndeFRQVbXPn4oCZoMBk1HBZFR6v7aajCRFW0iOsZAcbT3yp4XkGOuRPy2kxFiJMBtH+sc73l6OJY8fIdNjhBBCDF0Sx/rlFcBJjNJU0qZOOxUtPbT3OOmwuehyuOi0ueiwu+iya1932rVHl/3Y10fbFQUizEYijzwijjwiLYY+7dajX1sMRJiMxEaYyYi3khkfSWZ8BMkx1tH48Y4q4Vji+AFafQL5YC7GFEkWxVhhABYAFx55zB/Ji9e12yhp7KK4oZOihq7erytaenB7xsb/gSiLkeQYC6kxVnISo5icHsPktFgmp8WQnxyFyTiiufJBYC3wOvAuYBvJiwshhAgLCrAIuAI4F5g5khdv7nJQ1qT1yaVNXZQ2dmt/NnXR3jM2CpBaTQYy4yPITIgkOyGS/OQoCpKjmZCiPWKsI7qxwAHgJeBFtFHIsfEBRYxrkiyKYLICZwBfAC5AK5E9bHaXm0N1nRQ3dFLS2EVRQxfFjZ2UNnbTaR8bnc5wWYwGClKijySQMUxKi2VyegwFKdGYTzyJ7ALeQuug3gDaTvSCQgghQtbxCeIVQP6JXMzh8rCvpp3ixq5jiWFjF6VN3bT1hP4SvtQYKxNSoihIiWF2djwL8xOYmhGH0aAM/OT+VXAscVwHuE/0gkIMhySLItAigLPQOqAvoK1FHJaWLgdbylvYXNrM5tIWdlW1YXd5RirOkGAyKOQnRzMrO44lBUksKUhmYlrMiVzSiTYV5lm0Dqp1BMIUQggxtiloU0qvBC4HJgz3Qu02J1tKW9hU2sym0mZ2Vo6/vjnaYmRObgIL8hJZkJfA/LxEkqItJ3LJBuAVtH75A8A+EnEKMRiSLIpAsADnoSWIFzLMxe+ljV1sLtMSw81lLRQ1dCL/fH2lxlhZXJDEkkIteZyaMexaAw5gDfAU8BraCKQQQojwcDRBPDqCOGE4F6lrt7GppJnPj9y43V/bzhhZ3TGmFKREsyDvSAKZn8iU9Njhjj52oC0heRGtj+4cyTiF8CbJohhNBcDNwI1A+lCfvK+mnU8PN7K5rIUtpS00dMqNtOFIirawaEISSwuTWFKQxLSMOAxD76C60RLGB4H30DYpFkIIEVpOOEE8XN/ZO2q4qbSZiuaeEQ5xfIi2GJmbm8CC/ERWTUllYV7icPpmG1rf/G+0yufyoV6MOEkWxUgzAecDtwDnoHVMg2J3udlQ1MR7++r5YH89Va3SAY2GuEgTywpTOGtmOmdMTyc+csiF7A6idUyPIOsbhRAiFEQCXwS+A8wayhPdHpX1RY28uauGd/fW0djpGI34xr3UWCtnzUjn7JkZLJuYPJx6BLuBfwGPIzOBxAiSZFGMlBzg/6GNJGYP9kkdNifv7avn7T21fHKwgS6HrN8OJJNBYUlhEmfPzOCsGRlkxEcM5eldwGNoiePuUQlQCCHEicgCbkW7gZsy2CcdnyC+vaeO5i5JEAMpPtLM6dPTOGdmBiunpA51a6024CHgHuDQqAQoxhVJFsWJMKIVq7kFbS3ioG6DtducvLu3jjd31fDJwUYcbpnROBYoCszPTeCCOVlcMCeTtLghJY4foSWNL6MVyRFCCBE8i4BvA1ehzfgZkCSIY1Ok2ciqqamcMzOD06anERcxpNlAa4B/HvlTPmyJYZFkUQxHPPB1tCRxwmCe4HR7eHtPLS9sqeLTw5IgjnUGBZYUJHPh3EzOnZVJ4uCruFUD/wXuA2pHLUAhhBDeTMAlaFNNTx7ME9welc+KmnhjV7UkiCHAYjRw8sRkzp6VwZkz0kmJsQ72qcVoN3QfAlpGLUARliRZFEORAHwL+O6RrwdU0dzNkxvLeW5LhaxzCFFmo8Jp09K4bukElk8e9CwmJ/A88Htg16gFJ4QQIhG4CfgmkDuYJ2wqbebFrZWSIIYws1Hh7JkZXL9sAosLkgb7tB60NY3/BnaMWnAirEiyKAYjAW06y3fRRhX75XJ7eH9/PU9sKOOTw42yvUUYmZgaw3XL8rlsQTaxg5sKowLPALcDB0YzNiGEGGemovXNXwaiBjrZ4fLw2o5qHvy0hD3V7aMenAicGZlxXLcsn4vnZRNpGfT6xteBnyI3dMUAJFkU/UlAm87yHQaRJFa39vD0pnKe2VRBXbtscxHOoi1GLlmQw/XL8pmSPqh9HD1oxXB+DZSManBCCBHesoHfAl9hEBXHGzvtPLGhjMc3lMsWVGEuPtLMFSflcP3SCeQlD3j/ALQbuo8Dv0L6ZuGHJItCTwKDTBI9HpW1Bxt4YmMZaw804JadeMedpYVJXL9sAmfNSMc0cKlvF3A/cCdQOerBCSFE+IgDfoQ2yydyoJP3Vrfx4KelvLajGrtL6gSMJwYFVk1J48sn57N6atpgnuIE7kXrm+tHNTgRciRZFMdL5FiSGNffiU63h+c2V3LvR4dlQ14BQEZcBF9cksc1i/NIjR1w0b0d+A/amsa6UQ9OCCFClxmtoNyvGGD7C49H5d19dTz0aQkbipsDEpwY2yYkR3HdsnyuWJhL3MD7KncBfznykLnKApBkUWiswPeAHzOoJLGCe9YWUdkiSaLwZTEauHpxLt84ddJgtt/oRivr/SegadSDE0KI0KEAl6LdVJvc34kdNifPbq7g4fWlcgNX6IqyGLlkfjZfXz2RnMQBp6g2oo0y/gewjXpwYkyTZFGcjfZhvd+OyOE6liRWtUpHJAYWYTZw3dIJfH31RJIG3nqjA7gL+DMgpfmEEOPdyWjvh8v6O6m128G/Pyziqc/L6bS7AhOZCGkWo4Frl+bxjVMnkTzw1hvlaCPajwHuUQ9OjEmSLI5fecBfgcv6O8nh8vDs5gru+fAw1W1yc0kMXbTFyA3LC/jqisLBTIHZh7aH50ejH5kQQow5U9BGEi/t7yS7081D60u5Z+1h2nskSRRDF2M1cdOKAm5aUUiM1TTQ6XuBnwGvoBXFEeOIJIvjz9Eppz+nn1LbDpeHZzZVcO9aSRLFyIiLNHHzikJuPKWA6IE7pkeAHwANox+ZEEIEXRraCM4tQL97H7ywtZK/vnNQZvmIEZEcbeG2UyfxpaX5WEwDFqlbg/ZvtHz0IxNjhSSL48tZaFNOp/g7weX28PQmGUkUoycp2sLXVk3k+mX5RJj7/UzUDPwQeAht6w0hhAg3CnAz2rrtfmsGrDvUyO/f2id7JIpRkZMYyXfPmMIl87MxGPrdkaUTrW/+L9I3jwuSLI4Pg5pyurGkiV++vIcDdR2BiUqMa2mxVr5x2iS+uDhvoC031gFfA/YEJjIhhAiIicD/gFP7O2l/bTu/f3M/Hx2UiRZi9E1Jj+EHZ0/lzBkZA536EXATcHj0oxLBJMlieLOgTTn9Bf1MOW3osHHnG/t5eXtVwAIT4qjpmbHcefFsFuQn9neaC63Yw2/RKqgKIUSoMgLfBu6gn/0Sa9ts/OXdA7ywpRLZwlgE2sL8RH50zjQWFyT1d1oP2mfMvyMFcMKWJIvhaw5a9ao5/k5wuT088lkpf3/3EB1SRU0EkaLANYvy+NG504jvvwhOKfAN4I2ABCaEECNrJvAAsMTfCR02J//5qJgH1hVjc8osPxFcZ85I57cXzSIjvt+tsD4HbkRmAIUlSRbDjxFtNPEOtJFFXZ+XNPPLV3azv1amnIqxIyXGws/On8El87MHOvUp4FagddSDEkKIE2cE/g/4Df30zc9truCut/bT1CU7CImxIy7CxE/Om841i/P6O82J9tnzLmQLrLAiyWJ4mYBWRXKlvxMaOmz87s39vLRNppyKsevkicnccfEsClNj+jutDLgO+CQwUQkhxLAUAI8Cy/2dUNnSzY9f2MW6w42Bi0qIITp5YjJ/uGwOuUl+VzYB7EQbZdwSmKjEaJNkMTwowPVolU5j9U5we1QeWV/K3949KFNORUiwmgzcsqqQ21ZPwuq/aqoH+B3a3XpnwIITQoiBKcBXgLsB3TtfHo/KI5+V8qe3D9DtkCVfYuyLshj5wdlT+fKyCf1VTXWjVfj9NSCl9UOcJIuhLw64F/iivxMO1nXw3We2S7ltEZImJEfx24tnsWJyan+nfQ5ci1RlE0KMDaloWwtc4u+EovpOfvjCTraUtQQuKiFGyML8RP542RwmpvU7A2gX2v+BosBEJUaDJIuh7STgabTy2z48HpUHPi3hz28fwO6SRfIitF0yP5tfXzSTuAi/BXA60Mp4Pxu4qIQQwsfpwBNAut5Bj0flvk+K+du7B6VvFiHNajLwrdMnc8vKwv62wGpFu5n7ZsACEyNKksXQZAC+C/we0P3kXNXaw/89u4PPipsCGpgQoyknMZK/XTWPRRP6LeV9D/B9ZOqLECKwFLQtMf6C1k/7qGzp5vvP7mBjSXNAAxNiNM3MiuNPl89hRla8v1NU4FfAnWjLR0QIkWQx9CSg3bE8z98JL2yt5PZX9sjaRBGWjAaFW1dP5NunT+7vTuZW4Epk6osQIjAi0JaEfMXfCc9vqeDXr+6VvlmEJZNB4WurJ/LN0yZhNfmtM/AaWmG6tsBFJk6UJIuhZRLwOjBV72Cn3cXPX9rNy9ul0qkIfwvyEvj7VfPJS/Zbla0drSLbC4GLSggxDmUCL+Fn78TmLgc/fWkXa3bXBjYqIYJgRmYc//nSwv765kNo6xhlT8YQIcli6FgNvAgk6h3cVdnGN5/aSmlTd0CDEiKYYq0m7rpsDufPyezvtJ+jVUyVNzshxEhbjJYoZukd/KyoiW89vY2GDntgoxIiiOIjzdx99TxWTU3zd0oXcAPwXOCiEsMlyWJouAlteotJ7+D9nxTzxzUHcLhlGrgYn65fls/Pzp/e39SXh4FbkI2ChRAj5zrgf4BV7+BDn5Zw5xv7cHnkc5YYfwwKfOeMKXzr9Mn9nfZn4CeAzM0ewyRZHNuMaPvUfFfvYIfNyXee2c77++oDG5UQY9Ds7Hj+/cUF/U19+RC4DJA69UKIE2EC7kIrpOXD4fLw85d38+zmisBGJcQYdOaMdP565Vxi/Vcy/wC4GmgIXFRiKCRZHLvigKfwU8imvKmb//fIJg7VdwY2KiHGsLgIE3+6Yi5nz8zwd8p+tP9TJYGLSggRRhLRtqw6S+9gQ4eNWx7bytZyuSclxFGFKdH897qFTE6P9XdKBXApsDlwUYnBkmRxbCpAqxg1U+/gxpImvvbYFlq6nYGNSogQoCjww7On8vXVk/yd0gB8AdgQuKiEEGFgOvAqWrE5HzsrW7nlsS3UtMmuPUJ4i7YY+dMVczlvtt8aA3bgi2j1OcQYIsni2HMK8DKQonfwuc0V/Oyl3bI+UYgBXL0olzsunuVvew0b2nqj5wMblRAiRF0APAnoDo28vK2KH72wE7tL+mYh+nPLykJ+eM40jAZF77AHrfDNo4GNSvRHksWx5UvAA4DF+4DHo3LXmv3c93Fx4KMSIkStmJzCPdcu6G+txA/RFtjLG6EQwp8vAY8APneepG8WYuhOmZTMP69ZQFK0z8fdo24D7glgSKIfkiyOHV/Hz3+MLruLbz+9jfekkI0QQzYlPYaHblhMdkKkv1PuA74ByLxuIYS3rwAPAj7DIO09Tr711DbWHpS6HEIMVXZCJP/50kJm58T7O+VHwB8DGJLwQ5LFseGbwN16B6pae7jpkU3sq+kIcEhChI/UWCsPfPkk5uQk+DvldeBytDUTQggB8FXgv3oHiuo7ufnRzRQ3dgU4JCHCR4TZwH++tJDV/vdjvBP4BTL7J6gkWQy+7wF/0TuwtayFWx7bQkOnfH4V4kRFmo384+p5nOW/UqokjEKIo24D/qV34OODDdz2xFY67LI1nBAnymI08I9r5nHuLL+Fb+5G20JOFgQHiSSLwfUjtL2afLy5q4bvPrNdFssLMYIMCvzs/On8v+WF/k55DS1hdAQuKiHEGPNd4K96B97dW8dtT2yVInNCjCCjQeGPl8/hsgU5/k55EG2k3x24qMRRkiwGz8+B3+odeGV7Fd97dgduj/zdCDEarl+Wz68unOmvGtsrwJVIwijEePRD4A96B97aXcO3ntqG0y19sxAjTVHgN1+YxXXL8v2d8ixaFXPpmwNMksXAU4BfHXn4eGFrJT94bgeSJwoxui6el81fr5yLQT9hfBm4CumUhBhP/N7EfW1HNd99Zjsu6ZyFGFU/PmcaX1s90d/hN4ArgJ7ARSQkWQwsBbgD+KnewWc3V/DjF3ZKoihEgFy6IJs/X+43YXwJLWGUKqlChDcF+DVaIQ0fL26t5AfP75TZPkIEyG2nTuIHZ0/1d/hD4CJAKj8GiO5u1eFAUZR5iqKsPO77JYqi+K2dH4iQ0EoA6yaKT24s40eSKAoRUC9ureIHz+/Ao/8f7xLgKcDvJo1CiJCnAL/DT6L47OYK/u85WRYiRCD9+8PD/Pq1Pf4Onwq8A8QGLqLxLWyTReA84FVFUY7u+HkpsB9AUZR8RVGMAYxFQat4+n96Bx/9rJSfvbwbGeQVIvBe2Fql3ajR/zB4GfAkkjAKEY4U4M/Aj/UOyk1cIYLnoU9L+7uZuxR4AbDoHRQjK5yTxUuAn6mqenTN0SGg+MjXNwDViqIUBCiWH6NVV/Px4LoSfvnKHkkUhQii57ZU8qMXd/o7fDnwBGAKXERCiAD4Hdr2VT4eXl/KT1+Sm7hCBNNzmyv51tPbcOpXHz4TeJjwzmXGhLD8BR+ZfqoA9x7XbEJLGFFV9XYCt0D2i2gdko//flTEb17fG4AQhBADeW5zJT96wW/CeAXwENr7ihAi9N2MnxHF+z8p5vZX/U6BE0IE0Os7a7jlsS3Ynbq7ZlyDts2N9M2jKCyTRbS9C7+jqurxtyKSgEqAIyOKRqBxlONYifYB08e/PzzM79/aP8ovL4QYimc2VfAT/yOMXwJ+GcBwhBCj4wzgHr0D9649zB1v7AtwOEKI/nywv55bn9yKS3+E8dtoW96IURJ2yaKiKLcAacCmI9/HKoqyHFgNfEFRlAPAx8CPgGWjGMp0tP3afOZT3/9JMX96+8AovrQQYrie+ryCn764y9/h29FmCwghQtMM4Hl0ppX/64PD/GGN9M1CjEXv76vnJy/57ZvvQltiJkZBWG2doSjKdLSRvI+AaiAGrbzuZuB84H3gDlVVi/1eZGSkAxuACd4H3txVw21PbpV1EEKMcV9akscdl8zWO+RAq8a2PrARCSFOUBqwEZ2++fktFfzfc35nFQghxohbV0/kh+dM0zvkRitu+U5gIwp/YTOyqChKGnAnWtXTIsCtquqdqqouBm4DIoF9wLdGOZRo4HV0OqMtZS1895ntkigKEQIe31jOvz44rHfIArwMBKpAlhDixEWizfaZ4H1gQ3ETP/E/m0AIMYbcs7aIhz4t0TtkBJ4DZgY2ovAXNskisAK4TlXVakAFWo87thxtdLEY0P0XNkKMaPuyneR9oKSxi5se2YTdpTvfWggxBv3l3QO8sbNG71Aq8AaQENCAhBDDYUCrmrjU+0BRQye3PLYFp1vu4goRKn7z+l5e21GtdygOrW9OD2xE4S1skkVVVV9QVbXryLexQNdxh2/iWHldn39diqKMRBUlBfgHcKH3gaZOO1956HNaup0j8DJCiEBRVfjes9vZXt6id3g68CyyB6MQY91vgSu9G1u6HNz48CbaeqRvFiKUHO2b1xfp1qnMR5tFEBnYqMJX2CSLXhKAbgBFUaYCc9E27zSjjTr2OpIorh6B1/we2nTXPmxONzc/upmypu4ReAkhRKDZXR5ufnQLlS26/4fPBO5GynYLMVZ9Bfipd6Pd5earj0nfLALLY+tEdTkGPlEMyOlW+drjWyiq79Q7vAR4hPDNcwIqXH+J04EuRVEi0fZavFFVVTdgw3fa2Dxg4Qm+3sXAn70bPR6V7zyzna3lrSd4eSFEMDV02vl/D2+mw6Y7AvE1tNLdQoixZTVwn96BHz2/i02lujMGRIjo2L6Gsj9c0Pu9q7OZsj9c4PNoeuvuIV1XdTlp/eRxqv57E2V/voTax/4PW7n+mlZ3dxuV93wFW/lOn/bax39A5b03YK8+VmG3bcPzuDqbhxSP8K+9x8UND2+iqdOud/gK4DcBDikshWuyuBwtMbwD+KmqqluPtO8DfqAoyhmKokxXFOVc4N9olQ2HaxLa3Qsfd765jzW7a0/g0kKIseJAXQfffHIbbo/u2qa/ojMFXQgRNFOBF9GZJv739w7y8vaqwEckRoy7s4XWtX23sXbUHgLFQPL53yX5gu/3PmLmnDWkaze8+gfaNr5A1PSVJJ3xVVSPm7pnfk5P6fY+53mcdhpeuQt3h+9UyM5d7+Fx2rBmTaNt/dMAqC4H7q4WzAkZQ/thRb/Km7v56mNbsLvceod/Bpwb4JDCTrgmiy1ABfB/qqpuONqoquo+4C9oH+w+Af4JlDH8Ow+RaJWX4rwPPPRpCQ+sG81aOkKIQFt7sIFfv7ZH75CCVtxqamAjEkLoSEArcpHofeDlbVX8/b1DAQ9IjKzm9/6Dx953CrGj5jDm5BxiZp1OzMxTex/WbN1tFnTZynfSc2gDSWd+ncSV1xM771zSr/k9xphkWj9+rPc8d0879U//DFez/k0HV0sNkYULiZl9Bs4WrUha175PiJ6+chg/rRjIlrIWfuB/65tHgMwAhhN2wjVZPFNV1TpVZxNJVVXvU1V1jqqqKaqqTlJV9RpVVTcO83XuRpvG2se7e+v47et7h3lJIcRY9uhnZf7KdkcDzwARgY1ICOHl38BE78ZNpc386AXZSzHUdR/eSPeB9cTMObNPu6P2ENbs6Sd0bVvpDjCaiJ6xqrfNYIkgcsI8nA3H3ve79nwIBiOpl/1S/0KqB0UxgsEIqjbi1VOyhYiCBScUn/Dv1R3V/O3dg3qHUoHHCN+cZ9SF5S9OVdVAzC+5Hq3Kah9lTV18/9nt6M9UE0KEgzve2MeH++v1Ds1Fm7kghAiOa4EvejeWNnbx1Uc3y/ZVIc5j76b5nXuJmX8e1pwZfY7Zaw/jqCui8t4bKP/LpdQ8+n16ijYP7fqObhSTFYPZ2qdddTlQTMfaIictIf2a32GMjNW9jiE6EUdjGY7awxijErHXHMSaMYmRKb4v/Ln7g0OsPaDbN58O/DDA4YSNsEwWA2Am8B/vRrvTza1PbKXd5gpCSEKIQHF7VL751DaKGnSrsH0dbWG9ECKwCoB7vBs7bE5ufHiTbF8VBlo/fhRQSFz15T7trrY6PN2teGxdxM4/j4TVN6C67NS/8BtslfsGfX1TQiaqvQtH/bFRRI+jh56y7Vhzjo1amhMyUAxGv9eJnrYcW9kOWj96hOjZZ9C56z2iZ5+J6pbPh6NJVeH7z+6gvt2md/gOdPZaFQOTZHHoItGmmvns33L7a3vYU90e+IiEEAHXaXfxzSe3YXfqLqq/HygMcEhCjGcmtKlmPjUEfvHyHoobu3yfIUKKvWo/HdveJPns2zBYo/oeVAwkrLyejC//jfilVxC38EIyrv0jxpgkOja9NOjXiJ6xCkNELI2v/glb+S7s1QdoePFOPF2txMw+c+ALHGFJKyD75vvIuuleoqYsRVEUOra8SvlfLh1ydVYxNE1dDr777HY8vlP8jGi1BRICHlSIk2Rx6P6MNrLYx4tbK3nq84oghCOECJa9Ne3+1ifHAU+jU4lRCDEqfgyc4t34yvYqqXwaBlS3i6Y1/yR6xioiJ57kc9wUl0r8sisxRsT0thmsUURNXup32ws9xqh40q+5E4wm6p76CbWPfR9b2XbMyXlETl4ypJiNMYmYk3Po3PkukZOX0bb+GZLOupWufR/haCgd0rXE0Hx6uIn/flykd2gC8F9kb+QhkWRxaL4A3OrdeKiug5+9tDsI4Qghgu3xjeW8sbNG79AiwE/1AyHECFoC3O7dWNnSzS9elr45HLR//iKujkbil12Fu7sNd3cbHkcPoO1p6LHrjxwrZiseW8eQpn9a0grJuuFucr/zLImn3wxA/IprUZShf2RWVQ+O+mIM1igMkbHEzjsHc3IeTj9VVMXI+cs7B9lWrruX6pXAjQEOJ6SZgh1ACMkGHvRutDvdfPOpbfToT0UTQowDP3lxJ7Oz48lLjvI+9FNgDfBp4KMSYlyIBZ5Am2LWy+NR+d6zO6SGQJjoKdmKau+i+v6v+Ryr/Oe1mBIyiJp6Comrb+hzzNFQimKJQjEO/eOuYomgY+vrWDKnED3VZ9B6cHEXbyGy8CStQI7Rol3XZEF16m4iL0aQ60htgTe/vYK4CJ9JPv8E1qPtvy4GICOLg2MAHgWSvQ/c+eY+9td2BD4iIcSY0W5z8a2nt+Fy+1RaNOBnHZUQYkT8A51tMu5ZW8TnJc1BCEeMhsTTbiLtqjv6POIWXwpA2lV3ED3zNDq2vNa7pyGArXIPtpJtRHptV+Fx6BY/8dG972NcLTUknjr8Qaju/euInrocxWRFdWkJouq0YTDLDkuBUNnSw09f1J2GHIm2VET+IgZBRhYH56vAad6N7+6t49HPyoIQjhBirNle0crdHxzie2dO9T5UgPaB9gbfZwkhTsDl6Py/2lHRyt/f091vTYQoa8YknzZ3RyMAkRPmYc2cQueONdQ9+SOippyMx9FD94F1GCJiSFh5Xe9zWj58kPYtr5F9y/2YYn3u//dS3S5aP3mCyElLiMidNayYna21GGNTUExmzEnZeOxdtH76FI7GcswpucO6phi613fWsGJyBVct8vmdz0GrQ/KNwEcVWmRkcWCZwF3ejXXtNn74/I4ghCOEGKv+/WERW8t010h8Bbg0sNEIEdZygPu8G7sdLr799DZcstnxuGKwRpF+ze8xpxXQuetdeoo2ETXlZLJu/DfmpOze8xSjGWNUvLbHQj86d6zB1V7vM611KHoOf07s3LN740tcfQMdm18hbuGFmJMlWQyk21/dw+F63a2ubgMuCnA4IUdRB/gPI3gWnT3Trr1/A58ebgpCOEKIsSwvKYq3vr2CaKvPxI0aYBog++sIcWIMwHvAqd4Hfvj8Tp7dLJXJhRB9Tc+M5eVbT8Fq9tkfswaYCsiaMj9kZLF/56OTKD69qVwSRSGErvLmbm5/bY/eoUx0KjYKIYbsO+gkim/trpFEUQiha19NB3e+qVvPJhP4VYDDCSkysuhfDLAHyDu+sbHTzul/+Yi2HmdwohJChIT/XX8SZ85I9252AwsBmcMuxPBkAgfR+uhetW02zvnHx7R2S98shPDvgS+fxOnTffpmFzAP7XO/8CIji/7djleiCPDb1/dKoiiEGNDtr+6hx+GzpY4RuAd57xViuO7CK1EE+P5z2yVRFEIM6Fev7sHmu92dCfgXoAQ+orFPPrDom482zaWPjw828Mr26sBHI4QIOVWtPdz9/iG9QycjlVGFGI6lwPXejY9+VipLQ4QQg1LZ0sO/Pjysd2g1cHVgowkNkiz6MqJVWOuzAtbmdPPzl3cHJyIhREi6f12xvwpsfwRSAhyOEKHMANzt3djS5eAv78g2GUKIwfvfx8WUNnbpHfoLEBvgcMY8SRZ9fQM4ybvx7vcPUd7cHYRwhBChyulW+YX+TaYk4PcBDkeIUPZlYJF341/ePShLQ4QQQ2J3ebj9Vb+F6KTYjRdJFvvKBe7wbtxf2859HxcHIRwhRKj7rLiJl7ZV6R26CVgW4HCECEVx6Nxc2VfTzlOflwchHCFEqFt7sIF39tTqHfo2MDPA4Yxpkiz2dTc6C+d/+uJu2eBXCDFsv3tjH+023dGPe9EW1gsh/PsF4FO+8PZX9+CWvlkIMUy/eX2vFLsZBEkWj1kBXOzd+PiGMraWtwQ+GiFE2GjotPPntw/oHZoL3BbgcIQIJVPR7vT38frOajaWNAchHCFEuKhs6eHfUuxmQJIsahTgd96N9e02/rhmfxDCEUKEm8c3lLG7qk3v0G+BjACHI0So+BtgPr7B5nTz+zelbxZCnLj7pNjNgCRZ1JwDLPduvGvNftptriCEI4QINx4Vfv7ybjy+0+ZigZ8EISQhxrrzgXO9G//zURFVrT1BCEcIEW7sLg+3vybFbvojyaL2O7jTu/FAbQcv6xelEEKIYdle0eqvIMctQHaAwxFiLLOgjSr2UdXaw38+KgpCOEKIcLX2QL/FbqYFOJwxR5JFuAyY7934l3cOIOvmhRAj7c/vHKDT7jNjwYqMLgpxvG8Dk70b73xjLzanJwjhCCHCWT/Fbn4ahHDGlPGeLJrQ1gv1sb2ilXf21gUhHCFEuGvpdvLwp6V6h24G8gIbjRBjUhJaBdQ+NhQ38eYu3bv/QghxQipberhnrW6xmy8ChQEOZ0wZ78nidWiV1vr409uycF4IMXr+90kxHb5baViQO5hCgFYhuE9hCbdH9beJthBCjIj/fVxCU6fdu9kI/CgI4YwZ4zlZtAK3ezeuL2rk08NNgY9GCDFutPU4eVB/dPH/ARMCGowQY0s0OltlPP15OftrO4IQjhBivOhxunlgXYneoRuAnACHM2aM52Txq+hM+frTGt290IQQYkQ9sK6Y9h6f0UUT8LMghCPEWHEjkHx8g9Pt4Z61UtRGCDH6HvusTK9vNgM/CEI4Y8J4TRajgZ97N767t5ZtFa2Bj0YIMe6097i4f12x3qEbgIkBDkeIscAM/J9346vbq2WrDCFEQHTYXTy0vlTv0M1AemCjGRvGa7L4bSDt+AaPR+Uv7xwMUjhCiPHooXWltHY7vJuN6NzMEmIcuBqdGT+yVYYQIpAe+rSELt+q5ZHAd4MQTtCNx2QxCr07lzuqZT2EECKgOuwu7vtYd3TxenS2DRAijBnQKSLx7t5aDtV3BiEcIcR41drt5LENZXqHbkOr1jyujMdk8Vog8fgGl9vD396TUUUhROA9sr6U5i6f0UUDOlsHCBHGzgNmejfeK2sVhRBB8MAnJXr7LsYA3wxCOEE13pJFBfiWd+PL26soa+oOQjhCiPGuy+Hmvo91PxBfC+QHOBwhguXH3g0bS5rYWt4ahFCEEONdQ6edpzdV6B36NhAX4HCCarwli6uAWd6ND+mXsBdCiIB49LMyGn33djKgVW0WItwtB07xbpRRRSFEMN33UREOl8e7ORH4ehDCCZrxliz6jCp+XtLMnur2YMQihBAAdDvc/m5a3QRYAhuNEAHnM6q4r6adtQcaghGLEEIAUN1m44WtlXqHvo9WA2VcGE/JYj5wkXfjw+t1N98Uo8Rj60R1+azPEmLce2ZTud4dzDTg0iCEI0SgzAHO926UUUUhxFhw79oi3B7VuzkV7WbuuGAKdgABdCteyXFNWw/v7KkLUjhDYyvfSd1TP/V7PP2a32HNmk7bZ8/QtXctro4mrOkTSVj1ZSLyZg/7dXuKt1D/3K9I+cKPiJ6+YtDnuLvbaHjxDlwdjaRe9GOsWVMBaNvwPDHzzsGckDHsmIQIR42dDtbsruEL87K9D90KPB2EkIQIhB96N1Q0d/PGrppgxCKEEH2UN3fzyvYqLl2Q433oNuCfgE8mGW7Gy8hiFDp3AB77rAyX792CMcmcnEvyBd/3ecTMPRsUA8a4NBpe/QNtG18gavpKks74KqrHTd0zP6endPuwXtPjtNH8zj1E5M/xmyj6O6dz13t4nDasWdNoW699zlVdDtxdLZIoCuGHn1LdK9BZay1EGJiAtrdiH//9uFjvTr4QQgTFPfozHaYASwMcSlCMl2Txi3jti2J3uv1VORqTjNGJxMw81efhqC8meuZpuNvr6Tm0gaQzv07iyuuJnXcu6df8HmNMMq0fPzas12xb9ySujiaSzvC/jtffOa6WGiILFxIz+wycLdod4q59nxA9feWwYhFiPNhU2sIB/f1ex9ViejFufAUwHt/Q2Gnnuc2h0zcLIcLf4fpO1hc16h26IdCxBMN4SBYVdPZEeXVHtd7eZiGl+/BGHHUlJCy/BlvpDjCaiJ6xqve4wRJB5IR5OBuGvi7TUV9C++ZXiFt0EeaU3KGfo3pQFCMYjKBq+9T0lGwhomDBkGMRYjzxM7p4HRAb4FCEGE0K8CXvxofXl2L3XbsrhBBB9fwW3UI3VzEOCt2Mh2RxJdoC+j4eXl8a+EhGWNv6Z4meuRpTfDoeRzeKyYrBbO1zjupyoJisfq6gT1VVmtb8C4M5AmvODHqKNuHuaR/SOYboRByNZThqD2OMSsRecxBrxiQURRn+DyzEOPDytiq67C7v5li0fReFCBfLgInHN3g8Ks9v1v1AJoQQQfXWrlo6ffvmOOCSIIQTUOMhWfQZVdxUGvrbZdhrDuGoOUDsggsAMCVkotq7cNQfG0X0OHroKduONWf6kK7dtfsDHDUH8Ni7aHrzHzS8/Huq7r2Rzj0fDvqc6GnLsZXtoPWjR4iefQadu94jevaZqG6f/2hCiON02l28tK1K79CtaKMxQoSD67wb1hc1UdtuC0YsQgjRrx6nmzd26hbe+kqAQwm4cK+Gmgpc7N34SBiMKnZsfQ1L1lSsGZMAiJ6xirZPn6Lx1T+RdNbXUUwWWj9+DE9XKzGzzxz0dVVVpW39U2AwkXbpz4icuAiPvZumd/5N0xt/w5yciyV94oDnWDMmkX3zfXjsXRii4nDWF9Gx5VXa1j9DzOwzSD7XZ8tLIcQRj28o40tL872bZwMnA58GPiIhRpQFbfpWHy9tk1FFIcTY9dzmCq5a5LM063QgDygPfESBEe4ji1fgtXi+rt3Gmt21QQpnZHjs3XTvX9cnCTRGxZN+zZ1gNFH31E+ofez72Mq2Y07OI3LykkFf29Vciau1lphZpxE5cREABmsUyWfdBqpK976PB3UOgDEmEXNyDp073yVy8jLa1j9D0lm30rXvIxwNpSP3CxEizOyv7WBTabPeoVsDHYsQo+A8IPH4hh6HO+T7ZiFEeNtc1kJpY5d3swJcH4RwAibck0WfNT4vba0Kme0y/Ok+vBHV7SJqct+KvZa0QrJuuJvc7zxL4uk3AxC/4loUZfB/ze6eTgCsuX0r9RusURii4nF1NA3qnKNU1YOjvlg7FhlL7LxzMCfn4WzWnWYnhDjisc90C91chrZGQohQ5jMF9Z29tXQ53MGIRQghBu35rbozIL5CGC8TCedksQBtylYfr+wI/SSle9/HWHNmYIxO0D2uWCLo2Po6lswpRE89ZUjXNsYcudnrVYhG9bjx2DowRsUN6pyjeoq3EFl4klZox2jRnmayoDrtQ4pLiPFmze5amjp9/p9YgS8EIRwhRkoicIF340tbQ79vFkKEvxe3VOLxHXSaCCwPQjgBEc7Jos9GvwdqO9hXo7uHWchQXQ5sZTuILFzo95zufR/jaqkh8dQbdY97HP4LCJgTMjDGpdG9f12f9q7d74PHTUT+3EGd0xvL/nVET12OYrKiurQPvqrThsEcMeDPKsR45nB7eGOX7mJ6n7VeQoSQK9DWLPZq6LDxyWHdPcyEEGJMqW6z8ek423MxnJPFL3o3vLI99O9c2qr2obocWLP1K5yqbhetnzxB5KQlRHhNEwVo+fBBKu6+ps9UUW8JK6+j5/Dn1L/wGzq2vUnze/fR9PY9WDKnEDlp8aDPcbbWYoxNQTGZMSdl47F30frpUzgay/3u3SiEOOZ1/cprZwMJgY1EiBHjMwX11R3VuEN8eYgQYvx4Tn+LnyuBmACHEhDhWg11JuCTKb26ozoIoYwse9lOMBixZEzWPd65Yw2u9nrSLv+V7nHFaMYYFQ+q/445ZuapGKxRtG98kZa1D6MYTURNO4Wk027uXf84mHN6Dn9O7NyzAW09Y+LqG2hb/zRxCy/EnCzJohAD2VzaTF27jfS4PiPxZrQqzw8HIyYhTkABOlO1XpQpqEKIEPLO3lrabU7iIszHN0ej1RV4JDhRjR5F7SdpCGG/BH59fMOWshYuu3d9kMIRQojh+dWFM7jhlALv5rfQKkoKEUp+Afzm+IZDdR2c+bePgxSOEEIMz+8umcUXl/hscbUWODXw0YyucJ2Gepl3w5v6a3+EEGJM8zMV9UxkKqoILQrwJe/Gl7bJqKIQIvQ8v0V3KuoKwrBvDsdkcRIwx7tR9m8SQoSireUtVLf2eDebkJFFEVpOAqZ4N74syaIQIgRtLW+lornbu9kInB6EcEZVOCaLl3o37Khopcr3w5YQQox5qgrv7q3TO3RRoGMR4gT4bPnyWVET1W3+q3MLIcRY9vHBBr3mswMdx2gLx2TRZwqqjCoKIUKZn2TxXLR9F4UIBed4N7y+M/SLzgkhxq+PD/lNFhW9A6Eq3JLFDGCxd+OaPZIsCiFC18aSJtptTu/mWGB14KMRYshSAZ/NgT/SvysvhBAhYf3hJlxuj3dzHjA1COGMmnBLFld7Nxyo7aCksSsIoQghxMhwulU+3F+vd0imoopQcCZed9qL6jupbJHlIUKI0NVhd7GlvEXvUFhNRQ23ZNGnXO26w3LnUggR+vxMRT0/0HEIMQzXezfIqKIQIhx8fLBRr1mSxTHMJ1ncUNwcjDiEEGJErT3QgFN/uovPRk9CjCEm4Czvxh2VunfjhRAipPgpcrMaiAhsJKMnnJLFbGDy8Q0ej8rGkqYghSOEECOn0+5id1Wb3qGVgY5FiCG4Ap1iD3+/aj67f302z31tGTeeMoFoiykIoQkhxInZXd1GU6fduzkSbc/FsBBOyeJq74Y91e2097iCEIoQQoy8z0t0Z0qETYckwtKX9BoVRSHGamLRhCR+eeFMdv/6LLb94kweumERl8zPxhROn06EEGFLVWHd4fCeihpOb8e+U1BlVFEIEUY2lUqyKELOksGcpCgKidEWTp2axt+umsfBO89jw09O4+5r5rNicspoxyiEEMMW7vsthtO8D59k8bMiSRaFEOFjc5nuOq9paFsTSMUQMdaY0LZ4GTKDopARH8kX5kbyhblZuD0eKpp7+PRwI09sLGNvTccIhyqEEMPz8SHdkcVZaEvkqgIbzcgLl2QxDyg8vsHtUdmkP2VLCCFCUmu3k/217UzLiPM+tBx4KQghCdGfBYClT4uzGzobIHFodZmMBgMTUqKZkBLNtUvzsbvcFDd08eH+ep7YWEZVq20EwxZCiMFr6LCzr6ad6Zk+ffNZwENBCGlEhUuyuNq7YVdVGx12Wa8ohAgvm0pa9JLFlUiyKMaeVT4txWvhqWsgcQIUrILCVdqf0UObamo1GZmeGcf0zDi+vnoi3Q43+2vbWbO7lqc3VdBhk/5fCBE4Hx1s0EsWz0aSxTFDZ8sMmYIqhAg/m0qbuW6Zz6iMrFsUY9Fin5bSddqfLaXaY+sjoCiQNvNY4jjhFLDEDPpFFEUh2mpiYX4SC/OT+Ol502nrcbKjspXXtlfz8vYqXD67zgghxMj56GADX1s10bv55GDEMtIUVVWDHcNIKMVrr7GvPPg5a2XTXyFEmMmIi2DDT0/3bvYACYAs5BJjSQkwoU/LA2dBxcb+n2U0Q/bCYyOPOYu1tmFSVZX6DjubSpt5YUsVHx6oH/a1hBBCj9VkYO9vzsFo8NkpKBkI6XVx4ZAsTkDrkHq53B7m/voduhzu4EQkhBCj6JMfnkpuUpR389nAO0EIRwg9KXgXXfK44fc52rrFobBEQ94yKFytJZCZc04oMLdHpbKlm/WHG3ny8wp26e9fKoQQQ/Le91YxKc1nVsSpwNrARzNywmEa6nzvht1VbZIoCiHC1uelzXrJ4gokWRRjx0Kflob9Q08UARxdcPg97QEQlQwFK4+NPCYV9v98L0aDQn5yNPnJ0VyzJB+Hy0NJ47FiORUtPUOPUQgx7u2raddLFucgyWLQzfJu2FXVHow4hBAiIDaVNHPZghzvZlm3KMaSk3xaqreNzJW7m2DPS9oDICGvb7GcmLQhXc5iMjA1I5apGbHcsqqQHqebA7UdvL2nlqc3ldPaLcVyhBAD21fTzoVzs7yb5wYjlpEUlsnigTpZtiOECF+bSnWXP8wDFCDk1xaIsDB6yaK31nLY9pj2AEib0bdYjtWnQqFfiqIQZTExPy+R+XmJ/OicabTbXOyqbOW1HdW8tL0ah1TLEULo2FujO1glyeIY4JMsHpRkUQgRxoobu7A53USYjcc3xwMZQE1wohKij8Ali97q92qPDfeCwQTZC46NPOYuAaNl4GscoSgK8ZFmlk9OZfnkVO66bA6NnQ62lDXz/JZK3tsnxXKEEJp9+sniLLR8K2SnKIR6gRsL0IVX0jvvN+/Q2u0MTkRCCBEAb35rOTOy4r2bTwM+DEI4QhzP96aF26kVt3HZghPRUeaoI8VyVh0rlqMYhn05t0elurWHz4qbeHpjOVsrWkcuViFEyNn6izNJiva5ITUT2BuEcEZEqI8sTsHrZ6hrt0miKIQIe4frO/WSxWlIsiiCb4FPS/2+4CeKoBXYKXpfewBEJsKEFVql1cJVkDxpSJczGhRyk6LITYriypNycbo9lDZ2sfZgPU9uKKekaRgFfYQQIWtfTTunTErxbp6LJItB47tesVamoAohwl9RQ5de8/RAxyGEDt9/h7U7ghDGIPS0wL5XtQdAfE7fYjmxGUO6nNloYHJ6LJPTY7lpeSE2p4eDdR28u7eOJzeW09ztGIUfQggxVvSTLD4VhHBGRNgli7JeUQgxHhyu79RrnhboOITQMdmnpfFwEMIYhrZK2P6E9gBInXokeVwNE5ZDhM9ovl+KohBpMTI3N4G5uQl8/6wpdNhc7K5u4/WdNby4pRKbFMsRIqzs1x+0OrHNYYMsDJNF3Q9QQggRVooaJFkUY5ZvstgUIsmit4YD2uPz+8BghMx5UHjqsWI5JuugL6UoCnGRZk6emMLJE1O48+JZNHU62Frewkvbqnh7by0eyR2FCGl+ityEdEXUMEwWZWRRCBH+Shq78HhUDAbl+OZcIAaQu2YimHyTxeaiIIQxwjxuqNqiPT75M5giIG/psZHHrHlDKpajKAopsVbOmpnBWTMz8HhUqtt62FDczDObytlU2jJqP4oQYnQcquvE6fZgNvZ5L8gCUoDG4ER1YkK5Gmo00IG2r1ivmb9cQ5fDHZyIhBAigD76wWryk6O9m08CtgQhHCEAIgHfqi53pI+NAjejKSJBm6paeCR5TJlyQpdzuT2UNnXz8cEGHt9YRrH+OmUhxBiz5jsrmJbhs7/rGcD7QQjnhIXyyOJ0vBLFiuZuSRSFEONGUUOXXrI4DUkWRfBM9Glpqwj/RBHA1gr7X9ceAHFZULDy2MhjXNaQLmcyGpiUFsOktBhuXF6AzenmYF0H7+3TiuU0dkqxHCHGon01HXrJ4mwkWQw4n7U5B2QKqhBiHClq6OS0aWnezVIRVQST73BaU3EQwhgD2qthx9PaAyBl8nHFclZAZMKQLhdhNjInJ4E5OQl894wpdNpd7Klu542d1bywtZJuhyx4FGIs8FNTYGh3i8aQUE4WfX7pFc2yn5EQYvyQiqhiDArP9YojofGQ9th0v7a2MXPesS068paCOXLQl1IUhdgIM0sLk1lamMxvLppFc5eDbRWtvLy1ijf31EixHCGCpKHDrtecHug4RkooJ4s+v3Q/fzlCCBGWivSTxamBjkOI4+hUQpVk0Yfqgeqt2mPd37SqqrlLju3xmLVAq746SIqikBxj5Yzp6ZwxPR2PqlLbZuPzkmae2VTBZ8VNo/jDCCGO19ipm48MbdPWMSSUk0WfX7oki0KI8aRcfzZFyN69FGEh26elpSQIYYQYlx1KPtYeH/xW288x/5RjI49pQ5tdblAUshIiuXh+NhfPz8bl9lDe3M0nhxp5YmOZbDMmxCiSkcWxw3dkUT+TF0KIsNTa7dRrTgYMgExCE8Hg+4Gosy4IYYQ4WxsceFN7AMRmHFcsZxXE5w7pciajgcLUGApTY/jyyROwOd0U1Xfy/v46nthYTl27fH4SYqQ0SrI4ZsjIohBiXHO4PXTYnMRGmI9vNgAJQHNQghLjnU/FJTobghBGmOmohZ3Pag+ApEIoPFVLHCesgKikIV0uwmxkZnY8M7Pj+eZpk+myu9lb08aa3bU8s6mSLodrFH4IIcaHpi7dSsVpgBEIuW0bQjlZ9MnQ/cwRFkKIsNXS5ZMsgrb5rySLItAU9JLFLkkWR1xzsfbY/IBWLCdjzrEpq/nLwBw16EspikJMhInFBcksLkjmFxfMoKXbyfaKFl7ZXs0bO6txyTwFIQbN7vLQ3uMkLtLnRm4yUB+cqIYvVJNFM9qHoT6aZM8hIcQ409xlJy/Z54NhCnAwCOGI8S0BrX8+xtEFTqlUPqpUD9Rs1x6f/gOMFshZpG3RUbgKsheCYfAf9xRFISnawmnT0jltWjp/u2oede02NpU089yWSj451DhaP4kQYaOhw+6dLII20CXJYoCkejc0dzlwedRgxCKEEEHTrL9u0edmmhAB4LsmR0YVA8/tgLJPtceHd4I1FvJP1pLHglWQPnNIlzMoCpnxkXxhXjZfmJeNy+OhormHdYcaeeLzMvbXyB7XQnhr7LQzMS3GuzkD2BWEcE5IqCaLPusVZQqqEGI8atFfG+FzQ02IAJApqGORvQMOvq09AKJTtWI5hadC4UpIyB/S5UwGAwUp0RSkRHPdsnzsLq1YzgcHGnjiszJq2m2j8EMIEVr8FN0MySI3oZosyh6LQggBNHfrJosysiiCQacSasjNuAp/XQ2w+wXtAZBYoE1XLVytJZFRyUO6nNVkZEZWPDOy4rlt9US6HW721bSzZk8tz2yqoMMmxXLE+BNO22eEarIoI4tCCIHfkUVJFkUw6Iwsyvq2Ma+lBLaUwJaHQVEgfdaRLTpWa9NXLdGDvpSiKERbTZw0IYmTJiTxs/Om09rjZGdFK6/sqObV7VVSLEeMC436dVR88pdQEKrJoowsCiEE2nptHZIsimBI9GnpkaK8IUVVoXaX9vjsX2A0Q/ZJx0Yes0/S2gZJURQSoyysmprGqqlp/OWKudR32NlU0szzWytZe0CmKYvw5GcQS0YWA8hnjoSfD0xCCBHWWmQaqhg7InxapBJqaHM7ofwz7bH2LrDEaFtzHB15zJg9pMspikJ6XAQXzM3igrlZuD0qlS3dfHq4kac+L2dXVfvo/BxCBJhMQw0+q3dDjzPk9rgUQogTJiOLYgzxTRZdMusnrDg64dC72gMgOgUmrDy2x2NSwZAuZzQo5CdHk58czReX5ONweShu7GTt/noe21hGVYsUyxGhqUl/ZDEk++awSRadMgleCDEOtehvnZEU6DiEQDdZlA/7Ya2rEfa8qD1Aq6x6NHEsXKVVXh0Ci8nAtIw4pmXEccuqifQ43eyv7eDtPbU8tbGcdimWI0KEXT8vGfwc7jEkVJNFi3eD3S3JohBi/HHod0ih+t4uQpuMLI53rWWw9VHtoSiQNuNY4ph/irbn4yApikKUxcSCvEQW5CXy43Om0W5zsrOyjdd3VPPS9mp/739CBJ1bf+/3kOybQzJodEYW5Q1DBFJBSjQljV3BDkMIPGr4dEgi5MnIojhGVaFuj/bYcA8YTJC98NjIY+5iMPrc+/dLURTiIy2smJzKismp3HXZHBo67WwpbeH5rZW8v0+2aRFjhySLwec7DVVGFkUAXXlSDmfNzOCpz8t5YUulv6mAQow6Px2SMdBxCIGMLIr+eFxQsVF7fPRHMEcdKZazWksgM2aDYhj05RRFIS02gnNnZ3Lu7EzcHpWq1h4+K2rk6c/L2VbRNmo/ihADcUmyGHQ+t6JkZFEE0payFr6+ehI/P38GPzl3Ot0OF+02FzYptCQCzGRQ9Jp9tzAQYvTJyKIYPGc3HH5fewBEJfUtlpM8cUiXMxoU8pKiyEvK46pFeXg8Kp12F90OFzanB7f+LAwhRoVZv28e2iLeMSJUk0WfvwH9BF6I0bH2QD0eVcWgKBgNCrERZmIjQnLdsghPUcEOQIxLMrIohq+7Gfa+rD0A4nP7FsuJGdquAwaDQlykmbhI6ZvFmBGSfXOoJotCBJXLA+VN3UxIiQ52KELokdtnIhh8P5W7ZYq+GKa2Ctj2uPYASJ2m7e1YuAomLAdrXFDDE2IYdIcbxzpJFoUYprf31HLLqqFNkxFCiDDmmxkaZVRHjJCG/dpj43/AYISs+VryWLAKcpeAyaechRBiBEiyKMQw3f9JMV9dWYiihOSNIhHe5B+lCAbfOaeSLIrR4HFD5Wbt8fGfwRwJuUu15HHBdRCVHOwIhQgbkiwKMUwNnQ5auh0kRQ/vbuaB5gO8Xvw67Y72EY5MjCfxlni+d9L3vJtbgxCKEA6fliFsjSDEsDl7oPhD7ZExGyad3ufwusp1vFv+bpCCE+NRnCWO75/0fe/mkCzRK8miECfg08NNXDg3a1jPnZo0lby4PN4pfYfnDj7HjoYdIxydGA+yorP0kkW5AyGCQWdkUZJFEWA6o9m7m3bz4qEXgxCMGK/So9L1ksXOYMRyoga/oc3Y4rMuwmoK1R9FhLKHPi3VP7DrebC1Dvj8SFMkF026iMfPe5wXLnyBq6deTYw5ZkRjFOHNaNDdUtEV6DiEQEYWxVigkyw6PVJoSQRWhMm3ODR6N9RCQKhmWK3eDVIaWQTD1vIW/b0Vyz+Du/Lh8cugejuoA+8DOiVpCj9b+jPev+J9fn3yr5mdMnvkAxZhx6ToThCRZFEEgySLIvgMOsmiVOUVARZt0q2W3xHoOEZCqCaLLd4N8ZIsiiDZWdnq2zjlHO3Pw+/Bfau0xHHT/WAbeHZglDmKSydfypPnP8lzFz7HlVOvJNosW3QIfTKyKMYQ37vmJkkWRYDJyKIYA6LMulsqSrIYQK3eDZIsimB5dlOFb2PBSrAcl+DZ2+GN78NdufDU1VCzc1CjjdOSpvGLpb/ggys+4FfLfsWM5BkjGLkIB2adu+hIsiiCQ0YWRfBJsijGAEkWg89nZDEuQpJFERwvbq/C7fHaA91khYmn6T/hwFvw3xXwhwLY/BDYB37viDJHcfmUy3nmgmd45oJnuGLKFUSZdN+IxDiTFJGk19wU6DiEQG9k0RwZhDDEuKY3DVWSRRFgfmaESYGbANKZhiqFXUVweDxQ0tjle+DoVFR/bK3w+nfg9znw9Behdjeoav/PAWYkz+CXy37JB1d+wC+X/pLpSdOHFbcID6lRqXrNtYGOQwig2aclUvdmhhCjx+D7edDlkckWIrBkzWLwtXo3yDRUEUxv7a7xbZxyNiiD/C+2/w34zynwx0LY+gjYB775FG2O5oqpV/Dshc/y1PlPcenkS4k0yV388SY5QnfzaZ1/kEKMugafluiUIIQhxjWdZFFGFkWgyTTU4POdhirJogiiB9YVo3qPCkanQs5JQ7tQTzO8+i34fTY8+2Wo2zOo0cZZKbP49cm/5oMrPuDnS3/O1MSpQ3td0cvd5cbjGHg96VjhZ2RRkkURDL7JYpQkiyLA9JJFqYYqAszPNNSQTBZDde6mJItiTGntdtHU6SAl1tr3wJRzoeLz4V1078vaIyoZzvwNzLwYLP3vwRhjieGqqVdx1dSr2Nmwk+cOPsfbpW/T4+oZXgyjrGNnB2V/LSP31lziF8cP6bmd+zqpfaYWe7WdyAmRZN+UjTXt2O/fY/dQ80QNHTs6cPe4sWZaST0/tfd1XB0uyv9RjrPFSe6tuURN1O4CNrzRQNKpSVhSQ6MwR0qk7odxmYYqgkFGFkXw6VSIlpFFEWh+6gn45C+hIFRHFlu9G2Qaqgi2jw/5fk5i6gDrFgejuwleuQ1+lw3PfQXq9w1qtHFO6hx+e8pvef+K9/npkp8yJXHKiccygjx2D9WPVRM9PXrIiWJ3cTdlfylDdamkX5YOCpT9tQyP89iIYM0TNbRvbyf57GQyr87EGGOk4p4K2rdp25e0fNKCx+4hcmIkDa9qf3cehwdXmytkEkXwmyzKyKIIBp2RRVmzKAJMpqGKMSCc+uZQTRalGqoYc+7/pNi3MW0GJE4YuRfZ8xLcsxT+PBm2PwWO7gGfEmuJ5Zpp1/DCF17g8XMf56KJFxFhjBi5mIap/uV6XM0uMq/LHPJza5+pxRhlpODHBaScncKE703A0+OhZa321qC6VFrXt5JxRQap56WSdFoSE74/AXOqmbbP2gBw1DuImRND4vJE7HVaEce2z9uIXzK0xDXYUiOlwI0YM2Qaqgg+g+9HW0kWRaD5WSJSHeg4RkKoJos9eJXotpgMRJp1N6cWIiD21nTQ7dCpuDZQVdTh6GqAl78Gv8uEF26GhgODGm2cmzaXO5bfwftXvs+PF/+YSQmTRj62QbBV2Gh8p5Hks5OJyBpa4uructN9sJuEFQmYYrQ7yAargfgl8b2jhu4uN6pLxWA99hanGBQUo4JiVrQGz7E2jvzqOnd1EjO7/6m+Y0043b0UIa8T7+0zzJF995wVYrQpOtNQZc2iCDA/N3JDsm8O1WQRdKaiJkbJ6KIIrh0Vrb6NU88d3Rfd9Sz8ezH8ZSrsfBacA482xlniuHb6tbx00Us8eu6jXFh4IVajdcDnjQRVVal6qAqD1UDU5Cg6dnTg6hx8WXN7tR1UiJ7c9wNoRG4EtgobAKZ4E9ZsKw2vNWCvsePucdPwRgOOWgdxC+J6z7FV2ugp7cEUZ6K7uJvICZEoijJyP+woizJF6VVccxCi6yJEyFOBRp9WGV0UgaRThVxGFkUgKShhlSyGaoEb0IZy049vyEuOorrNFqRwhIAnPy9n2USvD0b5p4A1Duzto/vinXXw4s3a13OvgeXfg5TJMEDyMz9tPvPT5vOjxT/i1aJXee7gc5S0lYxamK2fttJTrBXcqXqwCo/Ng2JQyPpyFgknJwz4fHe3GwBzat+bQ8ZYI+4OrZKpwWIg/zv5FP+umEM/OaSdoEDmtZnELdSSxfjF8TS920TH9g6yvpJF67pW0i5NQ3WpKKbQSBj7KW4z8DCzEKOjHsju0xKTBq1lwYlGjD+SLIogS7AmYDb6DGC1o82+CDmhPLJ4yLthQrJMdRHB9dqOGtwer20XjGaYdHpgA9nxFPx7Efx1Oux6HpwDV0ONt8Zz3YzrePXiV3n4nIe5oPACLIaRLfSiqir1r9SjGBXyv5vP9H9OZ9rd04idH0vl/ZX0lA6iauuRNMhg6fv2ZTBr33ts2u+/6Z0mXK0uYufGknByAsYoIw2vN9BdrI28RuRGMPmuyUz+3WQtgVSg6d0m9nx1D1UPVo3cDz2KZNsMMQZV+LSM5LptIQYiyaIIsnDrm8MrWUyRZFEEX1FDl2/jaE9F9aejBl74f3BnBrx8KzQdHtTaxoXpC/n9it/z/hXv84OTfkBBXMGIhOOoceBscJJwSgKxc2MBMEYayfpyFqjQtqFtwGsoliOjft4/xpHvVZdKT1kPTe82kfu1XPK/m0/OV3OY/PvJGKwGqu4/lgiaE8xYM620fNxC3MI4Gl5rIOv6LFo3tGKrHPuzFFIiZNsMMeYU+bQkFQYhDDFu6SSLLs/glzoIcaL8TEENyeI2EGbJYoEki2IMeH2HzvvB5LN0934KqO1PwD8Xwt9nwe4XwTlwMpQQkcD1M6/n1Ute5cGzH+TcgnMxG4a/NtjdpU0hjZrad52dMdKIMdaIs3Xgu7+meG32vLO577lH1z0aIgx07e/CGG3sU9nUFGci4ZQE7NX23jgAVI+KrdyGIcKAMdpI0uokIrIjsNf0rdMxFqXorwUL2buXIiwc9mlJGpmbTUIMis7SCxlZFIGUG5ur1xwaU5Z0hFWyKNNQxVjw0PpSVO/Ru8hEyF0SnIC8tVXC8zfAnenw6jehuWhQo42LMhbxx5V/5P0r3uf7J32f/Lj8Ib+0KUFL9LyLyKhuFXeXG1PswMuoLekWFItC9+G+hXxspTYUi4IxygiqlgR6/z147J7e1zuqc2cnsXNiUZ1q71RWxazgcXhNJx6D+lmzKESwyMiiCDKdaahSDVUE0IT4CXrNBwMcxogJq2QxPzlqoFoeQoy6DpuL+g6dUakpQZqK2p+tj8LdC+Dvc2Dvy+AaeLQxMSKRr8z8Cq9f8jr3n3U/Z084G5POJsh6LKkWzMlm2jb1nW7a+mkruCF6unbD52hSp8dgMhAzM4aWdS29CZ3qUmn7vI3oqdrzzclmPD0eOnZ09D7P2eKkdX0rpkQTxthjo7xtm9qIWxSHwWLovZ7H7umz7cZYFU7V1kTY8B1ZTJSRRRFAOp8DZWRRBJKfm+kHAh3HSAnlaqiNQBvQO88swmwkMy5CKqKKoPvoYANXnuQ1DWHqufDuL4IT0EDayuHZL2tfL7wBTvm2VpRigLsvSzKXsCRzCU09Tbxy+BWeP/Q8FR2+9S2Ol35ZOpX/q6Ts72XEzonFXmOn+YNmIgsjiZ0XS+0ztTS928SUP03BnKg/5TX1/FSK7yym4t4Kkk5NovmDZpzNTjKvywQgdk4s5iQz5f8oJ2piFIpZobuoG9WhkvWVrN6RTUe9A3OSGYPZgCXDgrvHTf0r9dir7EPe/zEYCuJ1P4RXBjoOIY5TDriBY3dkYtLAEgOOkCwEKEKOTEMVwTUhboJes4wsBoGKFLkRY9T9nxT7TkVNmQzJE4MT0FBseQjunqc99r0GroHX7iVHJnPj7Bt589I3+d+Z/+Os/LP8jjYmnJxA3rfycHe7qX2ultbPWolbFEf+d/JRDAqKScEYZ+x384eoSVHk3JxD194uyv5aRseODlIvSiVuvrYthsFqoODHBcQtjMNeY6frYBemOBPpl6eTuCqx9zodOzp6vzdGGsm4MoOmd5pIPjMZa1Zg9p0cLgWFSQmT9A7tDnQsQhzHCZT6tMq6RRFEkiyKQLEYLGTFZOkd8slZQkUojyyC9os/6fiGCcnRrC9qClI4QmgO1nXS5XATY/X6LzblXPjsX8EJaqhaSuGZL2lfL7oJTv4mJOQPONq4NGspS7OW0tTTxEuHX+KFgy9Q2dl3sCtuflxvYuct/bJ00i9L1z12vISTE4iZE0NPcQ+WdAvW9L7JnSXNQt438vq9RvKZyX2+Tzk7hZSzQ2MD8ezYbKLMUd7NbehtXTBCFEVJBeYDH6qqKp++hD9FQN87Y0mFULsrONGI8UWnj5JqqCJQ8uLyMPhW5K0EdErlh4ZQHlkEGVkUY9jWshbfxqnnBD6QkbDpfvjHXLh7Pux/A1yOAZ+SHJnMTbNv4q3L3uI/Z/yHM/LOwKSM7P0pU4yJ2DmxPonieDAlYYpe8276HZMdPEVRrIqiXHMkQTzqi8DrwI0j8RoibPkWuUmeHIQwxLjjewNNituIgPIzBTVk1ytCeIws9lGQ4vtGIUQwPLGhjJVTvAqQ5C3TKqP26CSSoaClBJ7+ovb1kq/BstsgPnfA0cZTsk/hlOxTaOhu6B1trO4K2S2HxoTJibofvneO1PVVVbUrinIycLeiKDPRbi5+GVilqupnI/U6Iizt82lJnxmEMMS4Y/EdMJApqCKQwq0SKoTjyKJsnyHGiLf31uFye1X1NJhg0hnBCWikbfwP/H02/GsRHHgL3AOPNqZGpfLVOV/lrcve4t7T7+W0vNMwKkHefzJETUnUHVkc0Xl+qqp+E7gA8ACnAV8FchVFmTGSryPCznaflozZgY9CjD+SLIogm540Xa95f6DjGElhN7JYmBpDlMVIt8Otd74QAXWwroMZWfF9G6eeC7ueC05Ao6HpEDx1tfb1sm/A0q9DXHa/o40GxcDynOUsz1lOfXc9Lx16iRcOvUBNl+z6MFh+RhZHLFlUFOULaOsTs4BCIBWtCvV+wAHsHanXEmHHd4Q7eaL2Qd4Rsst2RCjQm4YqyaIIoBnJuvdStwQ6jpEU6iOLzUDJ8Q1Gg8LcnITgRCOEl1d36Ey1nHQ6GPW3hAh5n/0L/jYT7lkCB9+BQawVSYtK45a5t7DmsjX8+/R/szp3tYw2DiDSFElerG7xnpGshLoJ2ADchbYVwj9UVT1DVdVvqKr68gi+jgg/bXj1zSgGmYoqRp/OyKIUtxGBEm+NJyc2x7vZg95sixAS6skigM/amQX5iXrnCRFwj35W6ruFRkQC5J0clHgCpuEAPHkF3JEG7/4S2qrA+/fgxaAYWJmzkn+e9k/evuxtvj7366RHDVwVdTyanjQdo8EnoS4FWkfwZXqADmAJMBu4XFGUHYqivK4oSuwIvo4IT9t9WjLnBTwIMc7IyKIIIj+jivsI4UqoEB7J4nrvhoWSLIoxotvhoabN5nsgVKuiDpXqgU//AX+bAfeeDIffH9RoY3p0OrfOu5W3L3ubf572T1bmrNQrRT1uzUqZpdf8+Qi/TBzwBWA60A58D5ivquoFqqp2jPBrifCz2acle0EQwhDjijnSp0mqoYpAmZmsO3vC970wxITDpy+fkcX5uQkDFWcUImA+3F/v2zjl3MAHEmz1e+HxS7XRxvduh/bqAUcbjQYjq3NX8+/T/82aS9fwtTlfIy0qLTDxjmGzU3SLhYxosqiqarmqqj9GW6e4FW394i8URXlOUZSPFUX59ki+ngg7m3xasiRZFKNML1mUkUURIJIsjl07ge7jGxKjLRTKfotijLjvk2LfqahJBZA6NTgBBZvqgXV/g79Oh/8sh6IPYRBrSjJjMrlt/m28c9k73H3q3azIXjFuRxtHc2RRUZRpiqK8oijKRkVR1gJ/BZqAeLSk8a/ATcD/RuL1RNjy/YCUMhmsMoNZjCJJFkUQhWuyGOrVUAFcwEbg1OMbF+QnUtQQ0lOERZgoa+qm0+4iNsKrqM3U87S1feNZ3W547GJtS5FTvgOLb4aY9H4rqRoNRk7NO5VT806lqrOKFw+9yEuHXqKhpyFgYQdTojXR3wL6rSNxfVVV9yuKcjmgAJcA1aqqfuvocUVRzECEqqrd/q4hBNACHAYm9bYoBsg+CYo/DFpQIsyZInyaJFkUgZAckUxmTKZ3sxvYEYRwRlS43Jb3LXKTJ+sWxdjxeUmzb+OUcbJucTA8Lvjkz/CXqXDfKiheO6jRxuyYbL45/5u8c/k7/G313zg562QUwnsOup9RxT2M4AJ6VVWdaGsWfwY8rCjKTxVFeURRlM1oCcA9iiKT/cWANvi0FKwIQhhi3NBLFmXNogiARRmL9Jp3oxWLC2nhkixKkRsxpj22ocy3MXcxRCUHPpixrmYHPHoR3JEOH/4eOusGXNtoMpg4I/8M/nvmf3nz0je5afZNJEeE5+82EOsVj4wePgl8A/gAeB1tpGiNqqr5qqpep/rMrRbCh+8QYsHKIIQhxg2TTEMVwbE4Y7Fe89oAhzEqwiVZ9Ll7OSU9lrjIcJhlK8LB2gMNON2evo2KASafFZyAQoHHBR/dBX+eAv87FUo+HtRoY05sDt9e8G3eveJd/rLqLyzLXBZWo40nZ+luu+JbTGSYFEWxAg8D/1ZV9WNVVV2qqu4E9gM6pX2F8OsDn5as+bJuUYwes9WnSZJFEQh+RhbDYs59uCSLTYDP4q/5uTK6KMaO/TXtvo1Tzwt8IKGoehs8ciHcmQkf/QE66wccbTQbzJw14SzuO+s+3rj0DW6cdWPIjzYmWhOZnao7svj+SFxfUZR0tAI29wKbFUUpVBRlvqIoZwDzgOWKojygKMo7iqIcVBSlTFGUn4/Ea4uwVHrkcYzBBHnLghGLGA9kzaIIgrSoNCbET/BuVoGPAx/NyAuXZBH01i3KVFQxhry0rcq3ceKpYLQEPphQ5XbAh7+DP0+GB86E0nXgcQ/4tNzYXL678Lu8e/m7/HnVn1mSsSQkRxuXZy/XqwB7EG0d4QlRFMUEzAa+BVQBvwN+A1wMFKBNRf0Z8FvgS8BpRx7Pnuhri7DmO7ooU1HFaNFJFl2DmJEixInwMwV1G9ryjZAXTvM01wNfOb7h5InJ/O3d4AQjhLcnN5bziwtm0KcuiDUWJqyAohEZGBpfKjfBw+dryfaqH8HCL0NUSr+VVM1GM2dPOJuzJ5xNWXsZzx98nlcOv0KLPTTez1flrtJrfn0krq2qqgt478i3JcCXR+K6Ytz7ELixT4ski2K0mGQaqgg8P8liWExBhfAaWfzEu2FBXiIJUWa9c4UIOJvLQ1WrTlGsqVIV9YS4HfDBb+FPk+Chc6Bs/aBGG/Pj8vn+Sd/n/Sve548r/+hvvcGYYVJM/tYrvhHoWIQYAt8PTBmzIVJm/ohRYNRJFqUaqhhl4bxeEcIrWTwAFB/fYDQorJycGqRwhPD13r5638ap5wY+kHBVvgEeOhd+lwXr/g5djQOvbTSaObfgXB48+0FevfhVrp9xPQnWhICEOxTz0+cTa/EpDNIBrAtCOEIMVhXaVOljFANMWB6caER4k5FFEWB5sXl6ex+70RnEClXhlCyq6EzHOn16WhBCEULf/z4pwmfHgfhcSNfdO08Ml8sG7/0K/jQRHjoPyjcOarSxIL6AHyz6Ae9f8T53rbiLk9JPCkCwg7MyR3fq3tuAI8ChCDFUvusWpRK0GA06NQAkWRSj6dS8U/WaNwE6VQ1DUzgli6AzHWvVlFSMhtArZCHCU1WLjXabTsclU1FHT/l6ePAsbbRx/T+hu3nAp1iMFs4vPJ+HznmIVy56hetmXEecJS4Awfq3Mls3WZQpqCIU+FYPmHquNsIoxEiSZFEE2Km5usnia4GOYzSF2zv1R0DX8Q0JURbm5yYEJxohdGws1klWpshU1FHnssE7P4c/FsDDF0DFJlA9Az6tMKGQHy76IR9c+QG/W/475qfND0CwfeXE5lCYUOjdrAJvBTwYIYbubbz36IxOhbylwYlGhC+Tb7Io1VDFaEm0JjIvdZ7eoVcCHMqoCrdk0Y7OHcwzZ6QHIRQh9D28vtS3MeckiJF/pwFT+gk8cAb8Lhs++zd0D1wN1Wq0cuHEC3n03Ed56aKXuHb6tQEbbfQzqrgJqAtIAEKcmC60hLGv6RcGPhIR3oy+RQ2lwI0YLStzVmI0GL2bi4C9QQhn1IRbsgg66xbPnZUZjDiE0LW+qAm7S2f93JSzAx/MeOfshrd/Cn+cAI9cBJWbBzXaOClhEj9e/GPev+J97jjlDuamzh3VMP1smSFTUEUoecmnZdoFQQhDhDWDTEMVgeNnveIraDN/wkY4JouvAn0+7eUlRzEjM7jrjYQ43t5qnXXPU2TdYlCVrIX7T4ff58KG/0BP64BPiTBFcNGki3j8vMd58Qsv8sVpXyTW7FOx9IREmaL8FdoZkf0VhQiQ19AqBB6TkAeZo3ujRYwzeiOLkiyKUWA1WlmWuUzvUFhNQYXwTBYb0NYu9nHOrIwghCKEvhe2VPo2TjwVTBGBD0b05eiENT+CP+TDY5dC1dZBjTZOTpzMT5b8hPevfJ/fnvJb5qTMGZFwlmYtxeJbtKEG2DYiLyBEYDQDa31aZSqqGEmSLIoAWZq5lChzlHdzM7A+COGMqnBMFgFe9G44V5JFMYY8vakcj/cWGuYoKNSdbiiCpeh9+N+pcFc+fH4f2NoGfEqkKZKLJ13ME+c/wfMXPs9VU68ixhwz7BD8rFd8kzCb5iLGBZmKOka12lRsrjB4SzGYfJqkwI0YDecVnKfX/DoQdv/gwjVZ9OmQJqfHMjF1+B/YhBhJLg9UNHf7HpCqqGOTvR3e/AHclQdPXAHV2wc12jg1aSo/X/pz3r/ifW5fdjuzUoa2n6ZRMfpbryhTUEUoetmnJW06pEwOfCQjyKOq/PYjO7l/68D823Zy/trBvZuObX/a7VS5+dUeMv/SQfTv2lnw306e3TO00a61pS6UX7f7fawtdQ0qlsZuD6c82EX+3zvYWHnsM+1d6+zUdIRBsmj0TRZlZFGMtChTlL/1ij6DVeEgXJPFKmCDd+Ml87ODEIoQ+t7eU+vbKEVuxr5D78B9q7TRxk33g23gfXejzFFcNuUynjr/KZ694FmumHIF0eboAZ93SvYppESmeDc7gPeGFbsQwVUFbPRpnfvFwEcygm5fa+f2j+ycUWjinvMimJxs4NY3bTx3JCH89ls2Xj3o4rtLLfzlrAhSohSuer6H1w4MPomZnmLgsUsifB43LzBjVCA/3jCoWB7a5qTLobI0x8hvP9aSSJtLpbZTpSAxDD4SGqQaqhh9Z+afSaQp0ru5mTDdzioM3hn8et674YqTcjAZlGDEIoSPB9aVoHpPRY3Lgsx5QYlHDJG9Hd74PtyVC09dDTU7BzXaOD15Or9c9ks+uOIDfrXsV8xInuH33EsmXaLX/DrQOey4hQiuZ3xa5l0DvuXnQ0JDl4c/furgr2dZeeiiSG5eaOGta6NIj1Z4YJsDp1vl0Z1O/nCGlR+eYuVrJ1lY86UoChMVntg1+CQmPcbAl+ZYfB7ba91cN9dMQaJhwFgADjd7OHeSiRvmWTjcrL1fPbPbydWzfJOskKQzDVVGFsVIu3Ci7lrrp9Fu5oadcE4Wn8Br3nB6XASnTUsLUjhC9FXXbqe1W6cTmypTUUPOgbfgvyvgj4Ww+SGwdwz4lChzFJdPuZxnLniGZy54hssnX06U6dhi+aSIJH9TUB8cucCFCLjH8V7TE5sJE08LTjQnqMsJv1pl5bbFx4pQRZgUJiUZaOhWae5RcbghynzsRrVBUTAZFKymE7t5/doBJ9trPfxqlXVQsQC4VTAZtIf7yL3KNUUuzp4Ymsm6D8X355BkUYyk9Kh0FmUs0jv0WKBjCZRwThZr0Slfe/XivCCEIoS+T4safRslWQxdPS3w+nfg9znw9Jegdjd4jx7rmJE8g1+d/Cs+uPIDfrH0F0xLmsYFhRdg9p1SVYPe5uZChI4GtG00+pp/XeAjGQETEgz8ZIW1z6wlp1tlV72bmalG0mMMzEw1cOcndg40uumwq/xhnZ2DTR4umeY7CjYUd37i4EtzzExIMAwqFoCMGIVd9R62VLtJj1bYVOXmpEwjihIms650RqglWRQj6YLCCzAoPunTIfSm2IeJcE4WAf7n3bB6SipZ8bI9gRgbHlxX6tuYOVebjipC2/7X4D+naKONWx8F+8AzR6PN0Vw59Uqeu/A5vrPgO3qnPEwYVloT485DPi1Tz4WopCCEMvLu3+qk3Q7Xz9Vu9rz+xSiaulWm/buLuLs6+Mn7dv5xjpWLpw1/6ufmajcbq9x8Y7HvJvT9xXLlTDPvl7j4yft2bphn5qHtDm6Yb8HpDoPiNqCfLMqaRTGCLpioW8H5ccK4Qnm4J4vvAmXHNxgMClcuyg1SOEL0tbW8BZvT7XtgyjmBD0aMjp5mePWb8PtsePbLULdnUKONZp39wtD7kC1E6HkLqOvTYrTA7CuCE80Iauz2cPtHdk6dYOSMQm3k8O8bHFR3qJw/2cR1c8wkRMDv1zn4vErnvX+Q/vm5g6U5RhZk+p8+qhfLnHQjh74Zw77borl4mgmDAndvtBN5Zwc3v9oz7HjGDJmGKkbRzOSZTEqYpHfo8UDHEkjhnix6gPu9G688KRejFLoRY8SuKp29+2Qqanja+zLcezL8aSJsewIcXUN5dhdweHQCEyKgXMCjPq3zvxT4SEbY19+w0eVQue9CrVLitho3/9jo4KnLInn9i1E8ekkk+78RQ7QZbnhleMlZh13l2T1ObpzX/8ikdyxHZcQYmJpi5MFtTi6ZZuaOjx3ce34ET+52srt++AnsmGDw/VgryaIYKVdNvUqv+VOgOMChBFS4J4ug3Ynv8+6XlRDJqimpQQpHiL6e3Vzh21iwEsxRvu0iPHQ3wSu3wu+y4LkboX7fYEYbnyOMp7mIccd3lDxjjjYNP0Tdt8XB83td/Ou8CCYlaR+v1pa6SIpUuOq4aqNp0Qaun2thb4OHlp6h/5d+5YATpxsu6mfNo14sx/OoKtvr3MRZFZIiFW5eaGFGqoEDjQNXdB7TZGRRjJI4SxznFujeyH8g0LEE2nhIFqvQ2cD6msUyFVWMDS9srcTj8frAYIqAibobvopws+cFuGcp/HkybH8KXHZ/Z/44kGEJMcr2obMfMotuCnwkI2BjpYtvvWXjxnlmvjLv2DpCFXB5VJ9tkrqd2vcu7/f+QXhmj4vleUbSovU/wvmL5XhvHXJx7iQTPS6ViCM5Z6RJ6Y0rZPkWHpFkUYyIiyZdRITJp+ZJK3rbAYWZ8ZAsgk6hm9OmpZMeZw1GLEL04fFAaZPOdESZijq+dDXAy1+DlhK9o3vwXuMlROjz3QZmzpUQHVozfw43e7jwqR5mpRn49/l9P0zmxxtot8Mbh47Vparu8PDoDifZsQopUceWxHQ5Bk7UbC6V94pdnDNJf1Sxv1iO99xeF1fMMBNlVji6g1OXUyXaEuJLdHSquro8UhNMj8flwV5vx909clOP3V1uPI4QH53WoaD4m4L6ENAd4HAC7sTqNoeONUAlkHO0wWhQuOKkXP71gSwBEsH35u5avnGq16LpyWdrHd8giqGIMDFhBaRO0zvyy0CHIkQAPAn8AUjsbTFFaKOLa38ftKCG6rqXemjoVvnuUgvP7+07inXJNDO5cQoXPd3D0hwHViNsrHLT7YT7Lojo3bLih+/auHujg+Jvx5AV6/8+/voKNzYXnJyrX9imv1i+NEcbZSxu8ZATp+3zOCXZQJtd5bcf2dlT72FGaoiPIeiNLIZINVTVo9LwWgPNHzXjanNhijORemEqyaclA+BsdXLgOwd8npe4MpHsG7OH9FoNbzbQ8GoDHpsHjJBwcgJZ12dhMBvo3NdJ6R9K/T53wo8mEJETQfk/ynG2OMm9NZeoidqymYY3Gkg6NQlLav9VekPN8uzl5Mfl6x36T6BjCYbxkiy60Qrd3H5849WLcrl3bRHuYUwDEWIkPfhJCbetnth3r6uYNMheCJWbgxfYGNJq06ZLRZzgRtZj2inf0mtdC7wY2ECECIgu4L94T7FedBOs+xu4bEEJaiiauj1sqNRGZn76ge8UcvVXFtZ+JZofvmvjw1I37XaVnDiFWxZauGnBsXWMViOkRisM9HHkwxIXJgMsyvJNFgeK5Wiy+PpBJzcv0L6Osyr88Qwrv/3YzreWWJiW4r+6amjw7R9CZRpq/cv1NLzWQMIpCURNiqJtQxs1j9ZgijERvzienpIeUCD7puw+nxUsaUNLzNo+b6Pu+Toyrs4gZnoM7dvbqX+xHmu6ldQLUonIiiDnqzk+z+s60EXLJy1YUiy0fNKCx+4hcmIkDa82kP/dfDwOD642V9gligDXTr9Wr/lt4GCAQwkKxXsefRjLBUrxmnr7nae38/L2qqAEJMTxNv/8DFJivKZGf/xn+OC3I/YaDV0eFtzXxWOXRLJ6Qv/FEW553Yb6q7ghXd+jqtz5sYP7tjqo7VRJj1b42QorX1+k33msOezi3Ce6eebySK6cqX1wauz2cNHTPVS2e3j28kiW5Ghx/vg9G7cstFCQGOJ3vv1JnwVf/1TvyJVoxW2ECEdZaH1z39Ker34Ltj4SjHhEKPtVi8/o4oqnV9Bqbw1OPIPkandx4HsHSL8ynZSzUgDwODwc/L+DRORFMOH/JlD3Uh3tm9uZfOfkE3qtQz89RMzsGDKvyextK/ljCapTpfBnhX6fV/TrIqzZVnJuyqHq4SqM0Uaip0ZT82QNU+6aQsu6FkxxJmLnxJ5QfGNNYXwhr1z8it6h84E3AxxOUITppy5dFej8pX7ztEnILhpiLPj0UKNv4wiuW+xxqlz5fA+V7f3fIKrt9PCj94Z3R//2tXZu/8jOGYUm7jkvgsnJBm5908Zze3zv7HY7VW59o4fTCoy9iSLAQ9ucdDlUluYY+e3HDkBbp1PbqYZvogiw/Dt6rcXAS4ENRIiAqgae9mlddpvu+jMh+heaI4seu4e0i9NIPj25t81gMWBJt+Dq0NZc9pT0EDXpxKqkqx6VjKszSDk3pU+7YlL0fnW92re1Yyu3kXZR2pGAQTEoKEalt0Z3565OYmbHnFB8Y9H/m/3/9JoPoS1xGxfC+JOXrru8GyamxXDe7Ey9c4UIqPvX6RQ2SZ8JCXknfO2mbg+nP9rNwaaBF55/8y0bbcPIFRu6PPzxUwd/PcvKQxdFcvNCC29dG0V6tMID2xw+59++1k5lu8q/zu1bhOFws4dzJ5m4YZ6Fw81avM/sdnL1rP73FAtpiRNg5qV6R/6EtiedEOHsrz4tqVNh0hlBCEWEm1BYs2hJtZB6QaqWfB2hulRslTYisrU+sqe0h56yHg58/wB7bt5D0W+K6NjZMaTXUQwKsXNiMScc609tlTa69nYRM8t/otfwWgPxJ8f3TjE1xZuwVdroKe3BFGeiu7ibyAmRfZfShIGcmBzOKzhP79A/0fZyHxfGW7L4KfCBd+M3T5ssNzBF0O2qaqPHoVOVbMo5J3ztx3c6MRng1av7vyv52gEnL+x1ceP8oSdmXU741Sorty0+NuU0wqQwKclAQ3ff0cyddW7+tsHBd5damJ7ad42MWwWTQXu4jzxtTZGLsyeG+lqafpz8TTD4/Hx1wMOBD0aIgNuOTt/8/9u77/ioqryP4587mXTSSegQSkLvvShFioCCCnYF1HWt6Oqjqw/2uj6K66517W3Xhr27rl1QF1cXOyogCtJbAumZ+/xxgpDcOyEhk6nf9+s1r7jn3Mn8VjAnv1N+h5FnBz0QiT5VdmTOt219fyu+Uh+ZozOp2FRBdVE1vhIf2eOzaX1Ua+xKm9W3rKbkh/0rxlm2toy1D6xlxdUrSO2V6lht3K10VSmlK0trrXpmDMtg17e72PD0BjLHZLL9w+1kHpCJXRVdR9tO7nMyXo/jyM4mYuBuxb3FWrIIcHXdhu6t05jSu3UoYhGpZdma7c7GAGxFndE9nnfmppCT4n9WpLjc5sxXyzhjSDxjOjY+McvP9PC/ByTi3Wtfd2W1zZcbq+m9V0Jo2za/f6mMFgkwpmMcr/5QyZaSPRN0rVtYfLnRx39+raZVqsXStdUMaRMXdTOWv0nNhYEnuPX8BQj/Ch8igeFcXewyDtoNCn4kEpniEhxbl6t8VfjsyFsAqiquYuPzG0ntmUqL3i3AA3mz8uh6RVdyD8klZ1IOnRd0xpvlZfMbLkdYGqB6VzVlv5RhV9hYcRZ2tXuit+VfW0jumkxyfvJvbUkdkii4oYCC6wtIH5wOFmx5cwtf//5r1j4QHXVA8lLymNltplvXLcTAdRl7i8Vk8T3gg7qN50zo5vKoSHA9/u+fnY35YyCxaQfGO2d5iNvH4dwFb5VhATdM9H83V2Pd91klReUwp/+elcpHllXyydpqtpfByS+WMeupUjr9ZSf/+MJsFTqqdzxvrarif98q56QB8Tz43wpOGphApZ+BLOKNOMNcF1BbEXBXCKIRCZXXAOe9AOMvDX4kEpkSnNsoI+G8optfH/4Vu9ym7by2ACTkJJB3aB5xqXsmXuOS40gfmM6ub13uaW6A1MJUul7Rlc4Xd2bn1ztZ/8R6xzPVpdXs+PcOsg7IcvTFZ8aT2CaRbe9vI31wOpte2kTbOW3Z/vF2ytZE/jznvN7zSIhzFOfbAdwZgnBCKhaTRXBZXezVNoOJPfNCEYvIb17476/Oq1ziEqDrQc36uR+vqeLOTyu5+5Ak0hIDs4K3ucTHle+VMz4/joldzDYO27a5+v1y4j3wynHJbLowjY0XpDGzh5e5z5fy2bpq+rWK44f5Lfj2rFQO6+HFY8Gtn5STfF0xp75YGpDYwkZiOgx1PTx/F2ZQEokVPuBGR2u3g6DTqOBHI5EnIdXRFInJ4tZ3t1L0aRFtTmhDYqvEep/1JHqo3lXdpO2fqT1SyRieQdHSIkdf8efF2NU26YPcK6PbPpuyn8vwJHmIS40je1w2Se2SKF/nvLolkmQlZjG7cLZb123E4Ngcq8niW8DHdRvnT2haOWKRQFi5aaezsXvTzy36U1ltc+pLZRzXN56pBYErInPGK2XsqrC559A9W1eWb/GxcpvNnP7xTKv5rLREi7umJ+Oz4fEvzcDeuoWH7i3jeODzSg7vEc+171dw1/QkHvuqkq82upzrjFSj5kNSZt3WcuCvwQ9GJOQeBX50tE7Q6qI0QILzTH6VL7LOK5asKGHd39eReUBmrdW8bYu3sf4p58pf2ZoyPMkeU820AaqKq1j/1Hqqimr/e/GmerFdLvnc8ckOUgpS8Ka7X7W184udpPVLw6608cSblMKKt/BVRN7W372d0OsEkr3JdZtLiNGxOVaTRRuX1cX+HTIZV5gbgnBE9nj5i3XOxoLJbgVQAuKmJRX8ssPHpQcksLnEx+YSHztripduLvGxo6zxM5b3/KeCp7+p4vZpSXTL3vNjZmup+V5jO9X+/5KeaJGbarG2eM8A47Nt/ruhmvREi+xki1MHJ9Ar18PyzZE9CP2mRStzPYDTw4DLXwKRqFcJXOlo7TQauowPejASYeKdyWIkrSyWbyhn9V9Wk9g+kbYntq3V5yv1seXNLZRv3LNit+v7Xea6ijpVTH3l/sdIT7KHre9sZdNLm35rs302xV8Wk9yldnLkq/Cx85udpPX1fwxmx9IdpA9Nx5Pg+S1B9JX78CRGbnrRMrklJ/R0rSNwF7B/B0QjnP9buaPf68CnwJC9G885qIB3v9/k/g6RIHhw8Sr+MLGgdkGXlBxoPwx+/ijgn/fPFVXsKIcedzjPPeTetJOxneJ4d55ze48/n6yp4pzXyjh5QDzzBtTe79+mRc3MY51J0CqfzdZSm9yUPQPMaz9UMbWbl9Iqm6San1TJXouSyig5uzj2IrdtUxXA9SGIRiRcPAEsAHrVap1wKax8JyQBSYRwSxYj4NqM3dbcs4bq4mpaTmlJ0ae1t4Rmjs5k08ubWHX9KtIHp+Mr87Fj6Q7iUuNoNavVb8+tf3I9W97cQuFNhcRnOXcKebwecg/NZcNTG6jaWUVKQQrFnxVTsb7it/ORu5X8WIJdaZNS4F5FvWJjBfHZ8XjiPSS0TqC6tJqNL2ykfG05SW0DV/sg2M7ofwYpzr9L5cDNIQgnLMRysmgD1wAv7N04qFMWY7q15MMfY3LyQMJAUVkVm4rLyUuv88O2+9RmSRZvnpzEtjqrh/9cUcVNSyp488QUspL2ZHa7KmxSE/xvd/lxq49DHy+lT56HO6Y7B4vOWR46ZVgs+qaKE/rtSSQfWVZJlQ8mdN6z4rjomyruPiSJLzf6KKkZ73dV1v/5ESOnKwye69ZzO7A6yNGIhJNq4HLg6Vqt7YeYa4S+j5l7sKWx4h3bBiNmZbFqZxWlK8yZ/A1Pb3D093moD50v7sy6x9ax7YNteBI9pA9Op/XRrWvdmWh5LeLS48xvuH60nNoST4KHLW9uofjzYpI6JpF/UT6pBbUnL3d9uwviILmz898rQPGyYrLGmq2ycclxtD6qNZte3ETOpBwS29Z/1jJc5afnc0SB653HdxHDO35iOVkEeAlYBvTfu3HBtB4cctuHuGzfFgmK977fxJFDOtRuLDwY3rw84J81uK1ze+uaIrOdZHdhGoA/vlnGrZ9UsPLcFrRNc99icuJzpWwqsTlvRAJPf1N7kN6dHF43IYkTnytlxuMlTCvw8t1mH3curWBYOw+Hdjeft3Kbj/bpFolei8IcDzvKba55r5yvN/rolRu521t+M+FycN7dVIRWFUUAngM+BwbWap1wCfzwBtganMWFS7IYKWcWvS289HmoT73PJLZOJP/8/HqfaTWrVa2VRjeWZZEzMYeciTn1Prev75Uzqfb7W05pScsp7nc1RopzB53rdq9iEXBdCMIJG1HwW1eTuJ5d7NU2g+OGdwpBOCLG/R+scjbmdofsLsEPpkZiHOSmWn4nUbaU+Ph4jSk+s+Dtck58rqzWa7fj+8XzwjHJbC+zuehfZfz9i0qO7O3lpWNT8NTsT335+0pOHWSSy/REixsnJnLLx+WcMzyBHi2b5+xm0LQbDL0Pc+u5AdgS3GBEwpIPuMzR2rof9D0y+NFIZIjwM4sSWgNyBzCx00S3rhuI0bOKu1m2Zug8wL+BwXs3bi+pYPzCd9lWoh80EhpfXzWF1MQ6M1xvLICP7ghNQBIYc1+CzgfWbV0HdCPGLvoVqYcFfAQMr9VavA5uGwIVLlWjJbYNnguH3lqradnGZZzwmmuxEpFaHpn6CAPzBtZtXgsUEuNjc6yvLIKZwTy7bmNmSgIXTukegnBEjM9+3uZsLGy+KzQkCAomuSWKAFcQ44ORSB02ptBNbWltYOwfgx+NhL845zl5rSxKQ0zoOMEtUQRzfjrmx2Yli8bHwEN1G48Z2pG+7TKCH40I8NgnPzsbO41yu5dPIoE3CaY67xwHlgMPBjkakUjwNub8Ym0jzoCcbsGPRsJbBBe4kdBJikviwiEXunV9jbnKKuYpWdzjYswh1t94PBZXzejtKPMvEgyvfbWequo69yV5vNDtoNAEJE0z5jx/Z04XAJFRhUEk+M4Hymq1xCXA1P8LTTQSvrxaWZTGO7XfqbRPa+/WdTGmOnPMU7K4xwbMVrBaBnXKYtYg179EIs3uh40u53K6Twt+INI0OV1Nsuj0Hm4rJyKy20+AMzPsNtFcJySym5JFaaT89HxO6n2SW9dbwCtBDidsKVms7Q7gm7qNFx3cg7S6hUZEguDFZb86Gwsmul27IOFs2s3gddw7VQWcQb03YokIJll03j865U9u/11JrHJJFiPl6gwJjUtGXEJ8XHzd5krgLDQ2/0bJYm2VwPy6jblpifxhUkEIwpFY98iS1TgqFidlQseRIYlH9kOfWdB1vFvPQuDbIEcjEolKMdtRa8vuDKMcQ7bEKpeJg8pqrSyKu6mdpzKizQi3rhsxtQSkhpJFp7eBRXUb547MpyCvRQjCkVi2q6KK9UVlzo7uqooaERLTYcr1bj2rgWuCHI1IJHsO+Jej9cALoaUmcwX3ZFHbUMVFi/gW/orarAKuC3I4YU/JorsLqFMq1xvn4eqZfUIUjsSyd77b6GzUucXIMOESSGvt1jMfleMWaQwbOJe6xaC8STDzTrD060zMi0twNClZFDfzB84nNyXXresczE4G2Yt+urr7GXAsB4zsmsMJIzqFIByJZfe+v9K5FTW7C7QsDE1A0jDth8DQU916XgBeCnI0ItHgG+CvjtYOw2Ck47pkiTVeJYuyb0NbD+W4nse5dT0PvBzcaCKDkkX/bgZW1G1cMK0HnXJSQhCOxKpVW0rYWe5ySF+VAMNXfAocfg944ur2lGBmLkVk/1wO/OBonXCJJtBiXZy2oUr9UuNTuWa06wmQEszOBXGhZNG/Mkw1pFpSErzcfGR/PLp7UYLo09XbnI2FOrcYtiZfa67LcLoKs3NBRPZPCXASdSsVepPgMG1HjWlu21BV4Eb2cuGQC2nXop1b16VobPZLP1Xr9wZwT93GIfnZnHqA6+XaIs3ikSXOqvF0GA4p2cEPRurXbSIMPcWtZylwS5CjEYlGi4G/OFrbD1V11FjmdVyBoJVF+c0B7Q5gVuEst673cdveLr9RsrhvF2CqI9Vy/uRCurdKC0E4EoveWb6Rympf7UZPHBRMDk1A4i4lG2be4dZTCpyIuZ5HRJruUty2o45foO2oscqjM4viLiMxg6tGXeXWtQuzU8Hn1imGksV9KwbmUmfLS6I3jr8eO4BEr/4VSnAsX1/sbCzUucWwMv0Wf9VPL0T3NokEkv/tqIf/DZwXbUu0c/kzV7IoAAuGLfBX/fR8YGWQw4k4ynQa5gPgz3Ube7ROZ8G0niEIR2LR8/9d62zsNsH1nIaEQL+joPdhbj1vAHcGNxiRmLAYt63d7QbDhMuDH42ElkuyWOVzKQ4nMeWQLocwrYvrdWNvAPcGOZyIpGSx4S4Fvq7bOHdUPhN75oUgHIk1f/9otfMKjcR0yB8TmoBkj8yOMG2hW8824GTqrn6ISKBcCnzvaB19jjk/LLHDo5VFqa1LRhcuG3GZW9d24BQ0NjeIksWGKwOOA8rrdtw4uz+t0p0lm0UCqazKx9rtLnfFqipqaHkT4ahHICnDrfcM4NcgRyQSS0qBOYBzCenwuyGtTdADkhCJ8zqaVA01diV7k7l53M2kxLted3c24LJdS9woWWycLzBnj2rJTk3gz0cN0HUa0uze+najs7G7ksWQmnoTtB3o1vMY8GSQoxGJRZ8AlzhaU1vC7Pvd7juVaORxSRa1shizLh1xKd0yu7l1/QMzPksDKVlsvNuBl+s2ju7Wkj9O6RGCcCSW3PPBCudW1MxOkNcrNAHFuoEnwuC5bj0/Y2YuRSQ4FmLOINXWaTQcdEXwo5HgU7IoNQ7vdjgzus5w6/oOOB1tP20UJYuNZ2POIK2r23H6uK4cMcj1sk+RgFi7rYyiMpcD+91dD29Lc2ozAKa7nlOsAGZjziuKSHD4MNtRHWMzo8+FHtODHpAEmZJFAQqzClkwfIFbVylwJLAzuBFFPiWL+2cTZlByzEz86Yi+DOqYGfSAJHZ8snKLs1FbUYMrOcucU/QmufXOB5YGOSKRiGNZVrplWZ0C+C03AscC1Y6ew+6C7C4B/CgJOy7bjXVmMbakxadx89ibSXIfm88AvgpySFFByeL++xcuZyQSvXHcfeJg2mS4/kUVabKHl/zkbGw3GFJd7xCSQLM8cMS9kOX6O+6DqBS3SEN5gK8sy3oqgN/zPcC5rJCUAcc9ZSZ6JDpZzmRRV2fEjjgrjoXjFpKfke/W/QDwcHAjih5KFpvmBlwOyeamJXHvnCEkx+tQvQTe4hVbqKjy1W60PFA4JTQBxZpxF0PBJLeez4Gz0FkIkQaxbXs78BmB3xa2EHjR0dqywOwIcNmuKFHAbWVR21BjxkXDLmJU21FuXV9hdvzIflKy2DQ28Dtctpz1aZfBwiP7Y6lCqjSDb9btcDZ2nxr8QGJN/2Ng7EVuPdsw5xRd7jYRkXpsAFbt/h+WZcVbltXUy4t9wDxgpaOn84Ew/c9N/PYSllxWFpUsxoZjuh/DsT2OdesqxpxTLAluRNFFyWLTlQKH4XKX2vR+bThnQkHQA5Lo98x/1jgbu4w3d/5J8+g8Fmbc7tZjAyfg9oupiPhlWVZLIAnItyzrAsuy7gO+B9ZalnVDE7/9NuBQoMjRM3gujFSx4qhjOX+l1ZnF6DeyzUguGuY6iesDjsZUQJUmULIYGL8CM4Gyuh3nTSpkWt/WwY9IotqTn67BV/cKjYRUM2sugZfXE45+FOLi3XqvBl4NckQiEceyrPcsy3rfsqxrLMu6GrP6l42pYPqwbdu/A0YCXmCgZTV5b843mFUFZ8GbyddoN0a0cUkWq2ydWYxmndM7s3DcQrzuW8vPB14LckhRScli4HyKGfgcbj5yAL3bpgc3GolqFVU+1mx12VVRqF9+Ai6tNRy/yBTIcHoCkyyKyL4tAtrYtn2ZbduX27a9EPgRWGXb9qaaZ8owq/Xn2o5LZffLP3E7r2R5YNZ90LpvAD5CwoJWFmNKVmIWtx10G+kJrr9f3w3cGuSQopaSxcB6Eri2bmNyQhz3zhmiCqkSUG98s97ZqCs0AiuhBRy3CDI6uPW+j5kg8rl1iojDG4DbZcR7/0bfDlhs23Ygt47dhdsvjgkt4LgnIV33I0cFl4VonVmMTqnxqfxt0t/olO5alfxtzASRis0FiJLFwLsCeK5uY9vMZP7xu+HkpulMmQTGfR+swjHxnt4O2vQPTUDRxuOFox6GNv3cepcDhwPlwQ1KJHLZtv0DUGJZVpZlWV7LsroBecBky7L+ZFnW48BTQHPcA3Q+btvF09vBnBd09VA0cFtZVLIYdRI8Cdw6/lZ65fRy6/4Bs/Vcf/ABpGQx8HzAHGBZ3Y4uuS34x++Gk52aEPyoJOpsKCpne6nLz8NCrS42mWXBoX+FbhPdejcCU4GtwQ1KJCp8CtyPWe2bh0kMtwNvYrZ0jwN6N8PnVgPHAF86eloWwInPQVJmM3ysBI1WFqNenBXHwrELGdZmmFv3dkxRK43NAaZksXnsxBS82Vi3o7BVGn8/ZRgZya6FMkQa5aMVW5yNKtrQdNNvgYEnuPWUAIewV6l/EWmURcDxtm2fatv2pcDXwBLbtt+2bftb27Y32bbtLEgTGMWYXyY3OHpa94UTnjZbUyVCuSSLOrMYNSwsrhp1FeM7jnfrLsWMzcuDG1VsULLYfFYDk3CZ4ejVNoNHTh5GWqIuBpameeBDl5yl7UBIaxP8YKLF1BthyEluPT7gWFzuVRWRhrFt+37btve+j9QmuGeLVgNTMKsQtbUfCsc+Dl7VF4gWWlmMHhcMuYCZ3Wa6dVUBRwCLgxtR7FCy2Ly+ACbjcs9T/w6ZPHjSUFISnJfIijTUp6u3UVbpMgmvraj7Z8p1MPw0f73nAC8GMRqRWGDjdrVF81qG2Uq+y9HT+UBzVtn9mhyJMEoWo8Pp/U9nTu85bl02cCLwenAjii1KFpvff4CDcRmUhuRnc//coSTF649B9t/Xv+5wNqoqauNNvLK+i7ovBu4IXjAiMaOa4CeLAB9jtqQ6i1QVHgyH3+NaMEXClMfrOLPos31UN9uOZgmWM/qfwVkDzvLXfRbmCitpRvpJGBwfAdMxe6prGdk1h3tOHEKiV38Usn+eWvqLs7HzWIhPCX4wkWrc/8KY8/z1Xg78XxCjEYklVZi7FUPhHWBWTQy19TkCjrjXJCES/lzGO60qRr4z+5/JmQPO9Nd9GaZQljQzZSjB8x6m6I1jFvPAwlzuOH4Q8XHOw9ki+7LoszX4fHWO/MQnQ5dxIYkn4hx4AYy72F/vtcA1QYxGJNaU4XJUI4heAY7H7b7UvrPh6L/rDGMkSEh1NFX5nHMAEjnmD5zPGQPO8Nf9F+C64EUT25QsBtebwGxcZjEn9mzF7ccN0gqjNJrPB6u3Oo/eqCpqA0y8EiZc5q/3Rsyqoog0nxXAtyGO4SngVNee7lPh+EWqkhruElxWFlUJNWL9cegf+X2/3/vrvgNzb2owC2PFNGUmwfcy5q4nx0b6Kb1b8+gpw3WthjTa61+tdzYWTnG9d0owZ5EOuaW+rad/wZxT1GAk0oxs277dtu3NoY4DeACY79rT+UCY8zwkZwU1IGkEbUONChYWl424jBN7nejvkdsw/51qbA4iJYuh8QymepPjL/uwztk8ffpI2mUmBz8qiVj3f7gK267z16lFK2g7KDQBhbO4eJh1Hww52d8TmrUUiU23Y1YYnf/ttx8K816GFnlBD0oaQMlixEvwJHDjgTdyVPej/D1yK3AuGpuDTsli6DwOuP62WtAqjefOHEXvtulBDkki1eadFWzdVeHs0FbU2hJawHGLoM8sf0/cibkiQ4ORSGy6D3OfqvPAW6s+cNLrkNEh6EHJPsQ7J9iVLEaO9IR07p50Nwd39lvJ/UbgD2hsDgkli6H1EHAC4PiJlpeexJOnjeSAgpZBD0oi0+IfXXZy6b7FPVJzYd4r0HW8vyeuA87GrdCFiMSSJ4HDcKvSmtMVTn4dWvcNdkxSH60sRqw2qW14ZOojDGk9xN8jV9IMx0Isy8q1LGuyZVk6+7UPShZD7x+Yy4Ed1eBaJHp5YN5QZg9uH/yoJOLc/+EqZ2PrvpoFB8juAqe8CW0H+HviAuBSNGspIsYrmLF5p6Mno71JGLVzI3y4JYsqcBP2umd15+/T/k7XzK7+HvkjcBVNHJsty0q0LOtYy7Jy92o+DlNHxO+ZFDGULIaHt4ADgLV1O+LjPCw8sj/zJ3QLflQSUZat2UFphcsFxN1jfHWxyzg49W3I7uzWWw2cAtwc1JhEJBK8CxwEbHP0JLSAYx6DUe41cSTI4p3Xm2hlMbyNbDOSh6c+TF6K6zngKmAOcFMgPsu27XJgFPCNZVl5lmW1BuYCY23bvjsQnxHNlCyGjy+AkcDXbp3/M7k71x/elziPqluKf1+s2e5sLIzh2e/hp8MJz/qrYliK2Wr2QFBjEpFI8m9gLOAsOW15YPK1MOM2UzhLQsflLkwli+HryMIjuWPiHaTGO+/HBIoxq/qPBvIzbdueDxyCOWoyAfg90MGyrF6B/Jxo5A11AFLLL8AY4DlgXN3O44Z3pHVGEvMf+4xdbitIEvOeWPoLw7vk1G7MH2NmwSucu6miVlwCHPJnGOi3/PYWzKDxcfCCEpEI9SVmMvcloI+jd9Acs3PhyROh1LkIKUHgVYGbSBDviWfB8AXMLpzt75FfgWnAskB+rmVZM4CBQFugC5ALbAa+AyqAbwL5edFGK4vhZztwMPCEW+eEHnm8cPYYuuXpgmBxemHZWqp9dbb2exOh64TQBBQKLfJMiXv/ieIqYDQBTBQty0q3LKtToL6fiISdnzA/N1517c0/AH73FuToyEhIuGxDrap2FrSV0MlLyePBgx+sL1H8BjMpE9BEscZSzJh/A+b4yV9t255o2/bZtm0/3wyfF1WULIancuB4TKlgh255LXjhrNEc2q9NcKOSsOfzwcpNLiuIsVKIoe1A+P270GG4vyfeAYYCywP8yR7gK8uyngrw9xWR8FEEzAD+4tqb09Wcj+45I5gxCbhvQ7W1shguBuQO4InpT9A/t7+/R97D7Kz7uZlCKMVsbx0O9AVmW5a1zLKsly3LSmumz4waShbDlw+4CJiPSxWo1EQvtx03iCsO7UV8nM4xyh6vfrnO2Vgw2ZyviWb9j4WTXoP0dv6euB2YgtmCGlC2bW8HPsOtcqKIRJNq4Dzg9Jp/ri0pA45+FKbeaLbDS3B4Ex1NqoYaHo4sPJIHpjxAbkquv0fuw4zNzbmHOx0z0dMTM+lzPjDQtu1DbNsubsbPjQpR/ttjVLgdmAXscus8aXRnnvj9SNpmOGfVJDbd/+EqbLvO/EJqS2g/NDQBNbfENDjiHjj8b64XM2PuMT0VM/HSnL89bMBscQXAsqx4y7Jcy7yJSMS7G3NkZLtr7/DT4JR/QpZrFWYJNJdkscqnbaihlOJN4drR13L5yMuJdy8AVQmchhmfy5szFtu2f7Zt+2LMOcXPMOcXL7Msa5FlWe9blnVuc35+pFOyGBmewyydu26dG9wpi1fPPYDJvVoFNyoJS0VlVWzeWeHsiMatqO0GwWkfQL+j/T2xEVP17L7mDMOyrJZAEpBvWdYFlmXdB3wPrLUs64bm/GwRCZl/ASOAH1172w6E097TttRgUDXUsNI7pzeLDl3EzG4z/T2yHlPI8Z7mjMOyrB6WZb1gWdYnlmW9C/wZs7soA5M0/hn4HXBvc8YR6ZQsRo6vMWetFrl1ZqYkcM+cIVw5ozeJXv2xxrr3vt/kbIymZNGyYPS5cPI//d2fCPA55r+ZDwP/8dZ7NbOR11iWdTUwD8gG1gEP27b9O8xBfS8w0LIs7RUXiU7LMT9nnnXt1bbU4Ihz2YaqZDHoLCxO7nMyj057lI7pHf099jEwGFjS3PHYtv0dMBtzl/ldwCLbts+xbftu27ZfAj4F1tm2XdLcsUQyZRWRpRg4GnNewnV/xbxR+Tx35ii65rreXSMx4r4PVzobc3tEx5aoFnnm7sRJV9d3t9mjNO9h+UVAG9u2L7Nt+3LbthdiVhdW2ba9O1Mvw5w3Ptd27AsWkSiyHfML6Tn42+o+/DQ45U3I7R7EsGKI15mIK1kMrtzkXO6ZfA/nDT6PeI/fsfkezIrir8GKy7btSsyZxUuAhyzLWmBZ1sOWZX2KGbfv1IRu/ZQsRh4bU4ltHLDW7YFebTN4af4Y5o7Kx6O//jHpu3XF7Cp3mU/ofnDwgwmkgklwxpL6rgLZCcypeTXnTOEbgFslnb1/O2kHLK6Z2RSR6GYDt2Gu11jl+kTbAXDa+zD6D+CJC15kscBtZVEFboJmXIdxPDPjGUa0GeHvkV3AyZgzis16PrEuy7LigceAs4G3gZcxxXRet227k23bJ2pCt35KFiPXYqA/5pJgh5QEL1fN6M0zZ4yieytVBY5F//1lu7OxMEK3oiZnmQI2xz8NqX4rqn2KObT+aHOHY9v2D0CJZVlZlmV5LcvqBuQBky3L+pNlWY8DT2Eu/hWR2LEUGIS/baneJJh0lVYZA81li69WFptfZmIm14+5ntsm3EZWUpa/x/6D+W/iweBFZliWlQg8BNxh2/b7tm1X2bb9BfAdZvePNICSxci2BZiJ2friUtEEBnbM4uVzxvA/kwt1ljHG/OOT1c7GTqPMGZpI0vsIOHupuRrDv4WYGX33QhPN41Pgfsw5iHmYxHA78CZwNWb1v3cQ4xGR8LCdfW1LbTfYFOcac55WGQPB69z2qGSxeR2cfzDPz3yeQ7seWt9jNwGjMAXfgsqyrFaYAjZ3AZ9altXFsqyBlmVNBAYAYyzLut+yrH9alvW9ZVmrLcu6NNhxRgJvqAOQJtu99eVD4AmgsO4D8XEe5k8oYFrfNix49ks+WbU12DFKCLz65XqqfD68nr0mCeLiodtE+OqZ0AXWUOltYfrN0H1afU9txGw5fSM4QdWyCHjMtu1SAMuy2gNLbNt+OwSxiEh42T02fwz8HZexGW8iTLwSeh4Kz58Jm7Rjfb9pZTFoWqW04pIRlzC+w/j6HlsPnIipGBx0lmV5gb6YCZuOwPVAHLACWIPZiroOs+hSAiQAiTXPSB1KFqPH55jqUgsxe8Iduua24MnTRvL4v3/mT699S1Gp7iCKdj9u3EmP1um1GwsPDu9k0bJg8Elmq1Zien1PvgHMxdxvGHS2bd9ft6nmJSKy21LMKsY1mIvAnZUE2g02Zxk/WAiL/wpVQT3SFR1cCqronsXAsrCYVTCL84ecT1pCvcebXsacT3Qpyx4ctm1XsSdRXYX5XUH2k/YlRpedwOnAgZj92K6OHdaRt84fy9Q+rYMWmITGS8vWORsLJoMnTOeJcnvA3JfhkFvqSxR3YO5FmkqIEkU/bKA61EGISNgpBS7AVGh2347nTYTxl8BZ/4Ye04MZW3RwqYytlcXA6ZHdgwcPfpArRl1RX6K4HTgJmEEIE0UJPCWL0ekDzEzm1fg5L5GblsRdJwzm3jmDaZPhvMxWosNDi3/CUeQrORM6+q1YFhop2TBtIZyxGPLH1Pfks0BPzFnBcFvFq0bJooj4twQzNi8EfK5PZOXDMY+Z64FaOneuih8uK4uqhtp02UnZXDHyCp485EkGtxpc36PPYMbmhwi/sVmaSMli9CoHrsBUh/zI30OTerXmrf8ZywWTu5OWGKarTbLfdlVUsaHIpeBXYZhcoREXDyPPgnM+h2Gn1rfiuR6YVfNyWS4NC1WoupqI1K8UuBCzyrjc71PdDjLXBE2+dl/b8QW0shhgXo+XOb3m8PLhLzO7cDYey2+6sAFTzGk2ZpyWKKRkMfp9jRmUzgKK3R5ISfBy9oRuvP/H8Zx6QBdVTY0y7y532Q3SPQyu0Og+Dc78BKZcD0mZ9T35ANALf6Xow0cZUBTqIEQkInyEmcy9ETPR5BQXD6Pmw/z/wIDjzXlucecy0ahkcf+MaTeGZ2c8y4VDL9zX2cQHMKuJYVwEQQJBWUFs8AF3Yn7hfsHfQ1mpCVwyvSfvXjiOo4d2IM6jgSka3PPBSudW1Jxu5hUKrXrDnBfh2Mchp2t9T64EJgKnYC7QDXcrgG9DHYSIRIxS4CKgH+bKHXct8uCwO+H370PBpGDFFlmULDZZn5Z9+NvEv3HXxLvonNG5vkeXA5OInLFZmkjJYmxZAxzOPrYLtMlI5v9m9eOffzhQRXCiwMpNu9hV7jJxXf+VFIGX2x1m3Q+nfwhdxtb3ZDFwMeaOwreCElsA2LZ9u23bm0Mdh4hEnG+BKZjx+Se/T7XpB8c/DSe9Bh1HBim0COGWLOrMYoMUZhVy6/hbeXz644xuN7q+R3dgKvr2JURXYkhoKFmMPTZ7DiL/GXO20VXXvBbcdcJgXjhrNKO65gQrPmkGn652mfzrHqRzi3k9YfaDcObH0Hc2+D/7YAP3AgXA/6HzfyISO2zgecwOoMswq47uOo2Ck1+HE5+D9kODE1248zivx9PKYv06Z3Rm4diFPDPjGcZ3rPfORBu4B3NX6C34KZwo0ctybE+TWNMBuBKYxz4mDz74YRML31jOsjU7ghCWBNLEnnncN7fOLxW+aripK5Q20y6SvF4w9iLofVhDnn4HOA9Y1jzBiIhElI7ATcBR+3zyx3/Bu3+CNZ82e1Bh648rIaX2pPZpb57Gkl+XhCig8NUxrSOn9T+N6Z2nE+eSZNfxAXAu5i5viVFKFmW3nsC1wBH7evCTVVt44MOfePOb9fj01ydi/HDdVOLj6swHPHsqfPFUYD+oVW+TJPaa2ZCnf8TcP/YiKrctIlLXWEwRnGH7fHLle/DR7fDjmxBrv9tdtNpcC7WXk984maXrl4YmnjDUP7c/c3vP5aCOB9VX3XS3FcAlwFNobI55uitBdvsWcy3BcOBPgN89CcM75zC8cw5rtpXw0JKfeGrpLxSVuRdzk/Dx/fpierfLqN3YfVpgkkXLgoLJMPx06DqhIe9Yj9lqeidQ0fQARESi0nvACMxF59dhznK76zLWvDZ/Dx/fBcseh0r/u1mjits2VJ1ZxGN5GNdhHPN6z2Ng3sCGvOVnzB3dj6DtplJDK4vixsJUuroBU9q7XrvKq3j6P2t4aMlPrNq8q9mDk/1z6gGduWR6r9qN5UVwYxfY30E1KcOUdB92KmR3acg71mGSxHuo70yOiIjUFQccB1wO7LucdclW+PQBWHovFEf5FXgLfoWE1FpNx75yLF9t/ipEAYVWUlwSM7rNYE6vOXRK79SQt6zDTEbcRz21LCQ2KVmU+niAIzHbUxt0z8Lb323kgQ9X8eGPKgoZblISPHx91cFYde/qemQmrHy3cd+sZQEMOw0GHAsJLRryjnWYyYd7UZIoItIUXuB4TCGceu8fAqC6Ar56Bj65G36N0qNnl6yH+ORaTbNfnM3ybctDFFBo5KfnM7twNjO7ziSz/vuLd9uM2U12FxqbxQ8li9IQ8cAcTAES/1tg9vL9hmIeXLyK5z//ldLK6mYNThpu8UUTaJdVe0Dl47vg9Yv3/ea4BCg8GAbPg24HNfQj12KSxPtQdVMRkUDanTReDPRo0Ds2fAWf/wO+fAp2RdGk7qUbwZtYq2nm8zNZuWNliAIKngRPAhM6TmB24WyGtxne0LetBf6KSRJ3NltwEhWULEpjWMBBmMpYhzTkDbvKq3jj6/U8//laFq/YQrUq4oTU1TN7M2dkfu3Gbavhr/38v6njCOh3DPQ+3FFAoB4/AH8BHkBJoohIc/Jg7mk8H5jYoHdUV8IPb5jE8Yd/gi/C6w5cthni4ms1TXt2Gr8U/xKigJpfj+weHN7tcKZ3mU5GYsa+32AsAxZiCteoXoA0iJJF2V8FwHzgZCB1H88CsKm4jBeX/cpzn6/lq7VFzRqcuOuQlcz7fxzv3Ip65wjY+O2e/53dBfodDf2Pgaz8xnzE68CtwBuAr6nxiohIo/TD7AI6Dkho0Dt2boQvnoT/PgYbv2nO2JrP5VvAU7tm46SnJ7F+V3Sd1cxPz2dK/hSm5E+hIKugMW99A5MkvoWqm0ojKVmUpsrAJIznAPkNfdOqzbt49ct1vPrlOr7+VYljMH1xxWTSk2vPwPKvq+CLJ0x11H5HQ4d9V2nfy07gQeAOILYOiIiIhKfWwJk1r5x9PLvHpuXw3cvmtfaz5oot8C7f6qiIOu7JcWwp2xKigAKnQ1oHpuRP4eD8g+me3b0xby0HngD+DHzRLMFJTFCyKIESBxwK/AFzL1SD/bR5F699tY5XvlynFccguHfOYCb1al27sbLUURygAX4EbgMeAvQHJyISfpIx5xpPBkY26p1Fa+G7V8zrpw/De6vqFdugzt2Box8fTVFFZA5NBZkFHNj+QCbnT6ZXTq99v6G25cDdmOsvIj9blpBTsijNYQBwBnAUkNmYN24qLuejFZtZvGILS1Zs5petKs4VSMnxcZw+tgvnTizc32+xC3gWeBSznUVbTUVEIkMPYC6mYF3bRr2zdBt8/zosfw1++sBcyxFOrthu7vvdy7B/DKO0KjJ+h0iLT2NE2xGMaTeG0e1G0yqlVWO/RSnwNHA/8D7aaioBpGRRmlMiMA04AVMQp2HnJ/byy9YSlqzYwuIfN/PRyi1sKtb1P40RH2fRo3U6Q/OzGNc9j+Fdskn0Oi8v3gcfJjF8BHgeVU4TEYlkXsxdyvOAw9iPsZkNX8GqD0zi+NNiKNseyPgazyVZHPjoQKrCdDXUa3npkdODkW1GMrrdaPrn9sdb58xlA32E2d3zJLAjkDGK7KZkUYIlG5iN2Q5zAKayaqN9v6GYJSu2sOTHzXy8agtFpeE5EIRK6/QkBnbMZGDHLAZ2zKRvuwyS4hudHO72JSZBfAz4NWBBiohIuMgGjsWMzY3bprqb7YP1X8Kq903y+PMnwU8er3TmSX0f7hvcGOqRnpBO/9z+DMgbwMC8gfRp2Ydkb6OPfuy2FJMcPg2sDliQIn4oWZRQaA0cARwJHIgp+91o1T6blZt2snx9Md+uL2b5+iK+W1/Mmm2Rse2kqZLiPfRtl/FbYjiwQxatM5Ka+m2/Bp7DDELLmhykiIhEijbATOBwYAJmBXL/bPsJ1i2ref0X1n0BuzYFJEiH+BS4ZF2tpkpfJYMeHdQ8n7cPyd5kCjILKMgqoE/LPgzIG0C3zG5N/bafYRLERcCqJgcp0ghKFiXUWmEGplnAGKDJ2U5RWSXfry/mu92vdUUsX19McXlkrkJmpybQKTuFjjkpdMpJoVN2KoWt0ujZJg1v3H7l2XXtABYDdwKvorMOIiKxLhNzjOSwmq8NuiKrXkW/7kkgNy2Hbatg66qmr0KmtoQLV9RqKqksYfhjDb6gfr94LS/t09pTkFVAYVbhb187pHUIxLevBD7AXEf1HKagnEhIKFmUcJKE2QZzEGZWcximympArNlWwspNu9hYXMbGonI2FJezsaiMjcXlv7WVVwW/XovHMttHO7VMpVO2SQg7ZqearzkppCfF7/ubNM564DXgJ8wWUw1CIiLiTxIwEZgKjAd6BvS7l24zSePu5HH31+J1ppDOvpLJzE7wh9o3QxSVFzH6idFNCivBk0BOcg7tWrSjbYu2tGvRrtYrLyWPOE/AfkUBMya/VvN6B9UHkDChZFHCWTrmfOPu5LF/c39gUWklG4vL2VCTRG4qLmdXeRXlVdWUVfpqfa2qtvHZNj4bfLYNNV/jPB7SkrykJ3lJS4onrdbX2v+cnhRPi0QvHs9+HeFsqE3Ax5iD8K8D/0WrhyIisn9aA+MwieN4oFG3wzdadSWUboVdm6Fki0kgS2r+uXwnJGXAgRfUektxRTEXvnchPnwkeBJIiEsg3hNf62uCJ4FEbyKZiZlkJWaRkZhBVlIWmYmZZCZmkhKf0qz/tzDXWizGJIavAd+jsVnCkJJFiSS5mAHqoJpXkw8BRKFK4HNMcvhJzddVaAASEZHm0Z49yeNooJD9LGIX5b7DJIdLar4qOZSIoGRRIlkW0Bfot9fXPkCLUAYVZD9jEsLdr8+BspBGJCIisawFZjwetNerN00pmBN5VgBfYKqKf4rZ2bM5pBGJ7CclixJtPEA+e5LH3YlkAftZdTUMlAErMYPPCswZw90Dka60EBGRcJeEmcwdhBmTu9a8OgMBP5gfRBuBbzFJ4Rc1r6/ReUOJIkoWJVYkYw7lt8eUB29b83XvVysCWFCnkbaxJxmsmxSuA4JfeUdERKR5xWHG5a51XvmYoye5QLMfHvSjGnOu8BdM8ZlVNa/d/7waKAlRbCJBo2RRZI84oCW1E8k8TKKZjJkZ3furF3Muw7PXy8KcQdjRiFcR5qyhiIiI1JYC5GASx5Z7fW1Z05cLjMKsUHprXmWYFb84oAIod3lV1Dy3FZMUbq557f7nHehMoYiSRREREREREXGK1DNcIiIiIiIi0oyULIqIiIiIiIiDkkURERERERFxULIoIiIiIiIiDkoWRURERERExEHJooiIiIiIiDgoWRQREREREREHJYsiIiIiIiLioGRRREREREREHJQsioiIiIiIiIOSRREREREREXFQsigiIiIiIiIOShZFRERERETEQcmiiIiIiIiIOChZFBEREREREQcliyIiIiIiIuKgZFFEREREREQclCyKiIiIiIiIg5JFERERERERcVCyKCIiIiIiIg5KFkVERERERMRByaKIiIiIiIg4KFkUERERERERByWLIiIiIiIi4qBkUURERERERByULIqIiIiIiIiDkkURERERERFxULIoIiIiIiIiDkoWRURERERExEHJooiIiIiIiDgoWRQREREREREHJYsiIiIiIiLioGRRREREREREHJQsioiIiIiIiIOSRREREREREXFQsigiIiIiIiIOShZFRERERETEQcmiiIiIiIiIOChZFBEREREREQcliyIiIiIiIuKgZFFEREREREQclCyKiIiIiIiIg5JFERERERERcVCyKCIiIiIiIg7/D5cf/ixJB3K9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,12))\n",
    "\n",
    "# 饼图 - 男1000米跑分数\n",
    "axes = plt.subplot(1,2,1)\n",
    "_ = axes.pie(box1.values/box1.values.sum(),\n",
    "            labels = box1.keys(),\n",
    "            textprops={\n",
    "                'family': 'KaiTi',\n",
    "                'fontsize': 18\n",
    "            },\n",
    "            wedgeprops={\n",
    "              'linewidth': 5,\n",
    "              'edgecolor': 'white'\n",
    "            },\n",
    "            autopct='%0.2f%%')\n",
    "_ = plt.title(label='    男1000米跑分数    ',\n",
    "              family='KaiTi',\n",
    "              fontsize=24,\n",
    "              pad=20,\n",
    "              color='white',\n",
    "              backgroundcolor='#c5b783',\n",
    "              weight='bold')\n",
    "\n",
    "# 饼图 - 男引体分数\n",
    "axes = plt.subplot(1,2,2)\n",
    "_ = axes.pie(box2.values/box2.values.sum(),\n",
    "            labels = box2.keys(),\n",
    "            textprops={\n",
    "                'family': 'KaiTi',\n",
    "                'fontsize': 18\n",
    "            },\n",
    "            wedgeprops={\n",
    "              'linewidth': 5,\n",
    "              'edgecolor': 'white'\n",
    "            },\n",
    "            autopct='%0.2f%%')\n",
    "_ = plt.title(label='    男引体分数    ',\n",
    "              family='KaiTi',\n",
    "              fontsize=24,\n",
    "              pad=20,\n",
    "              color='white',\n",
    "              backgroundcolor='#c5b783',\n",
    "              weight='bold')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73b7e60e",
   "metadata": {},
   "source": [
    "2、对女800米跑、女跳远进行直方图绘制统计各分数段人数，分成4份  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f53a0dd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_female = pd.read_excel('./体测分数_女生.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8847d50c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plt.hist(df_female['女800米跑'], \n",
    "            bins=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "480fd947",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 根据上图发现异常数据，需要进行数据筛选，去除干扰数据\n",
    "cond = df_female['女800米跑'] < 1000\n",
    "x = df_female['女800米跑'][cond]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "219f400a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1r3+HQx8AQ23ZuIae7t1sfX/N4AUfhtqx5VUuuurnWf/GP9HV8QED/b3U1NYzddoMZs69gPMvuumYmR1JmoxOdswnYc45FzNj1nm89fKjg8kzABEsXfZJtr7/wuApVvv7DnCgp5MrfvJTgxMnrecvp+9gD5vf/SEAH2z4EXt2vkv33m0MHZubZp1H6/nLufia29nX2U5351b2dW5nX+d2Dvbuo7+/l5qaOmpq66mbMpWefbtH/R6PNFYm3jotamrqaDlvGU0z57Plvefo3H3UhQ0yeeulv6N2yjSmNsw6ZhDO7OeVZ77EoqU/zZyWi5g1r42BgT46dm7g/XeeOuK82T37dvH62r/hoqt+gUuv/UUA9nfv4q2XvnlEojvWepkDg7MqR4ua2qLucFdfG/6KbN17t9C9d8uwjwF0d25j/Rv/xPkX3siMOecXM+qV9Y37u3eya9ublSu+SdIkdapjPuQRX6Qfam7LxWx65wfs69p+RPmbL3yNBYuvZ+ac8yFq6Ni5YfBqmZWnHBjmeaCrYzNdHZsry/jmX8E5C65iQdv1R37BEujcs4mt7z3v92s0riLHcPlWle+H//ifzuwdM8IXXE7vU9YwY/ZCiKBz96Zhz+l6IvWGUzdlGpcs/0VeffZL4xX2MabUTwcqXxgay6XoJ7sP3XrvcKeSkTSEY/7Eqp82kznNFzK1YRa9PZ3s2fkuPft2T3RYp8Sxd3JyxlunxwQMwJkDI66TPpl6w+k72MMbzz9yUtuO1cHefae1fUkad2dw0g3Q27OXbZtemOgwdBbwrCbSCXKtnyRJOhkm3pIkSVIJTLwnL7/NoWrg+1gaG/9WNJ58P01SfrlSkiRJKoEz3pIkSVIJTLwlSZKkEph4S5IkSSUw8ZYkSZJKYOItSZIklcDEW5IkSSqBibckSZJUAhNvSZIkqQQm3pIkSVIJTLwlqcpExNyIuCUimk+hjdbxjEmSZOItSVUlIuYA3wauA74bES0R8V5EPFn8XFXUWx0RT0fEvSM0dV9ErCopbEk6K9RNdACSpHG1DPhMZv6oSMJ/A/hqZv7BoQoRcTtQm5k3RMRfRMTSzHzrqHbagMdKi1qSzgKTOvFubm7Otra2iQ5Dkk7K2rVrd2RmS5nPmZnfA4iIm6jMen8d+LmI+BngZeC3gZXAI8UmTwA3AoOJd0TcCmwE+kZ7voi4C7gLoLGx8ScuvfTS8eqKJJWqjDF7UifebW1trFmzZqLDkKSTEhEbJ+h5A7gD2A28ANycmVsi4q+BjwONwOai+i7g2iHb1gN3Ar8D3A184XjPlZkPAw8DrFixIh2zJZ2pyhizXeMtSVUmKz4NvAQsyMwtxUNrgKVAF9BQlDVx5GfBPcD9mdkBPBMRD0aEnxWSNA4cTCWpikTEH0TErxV3ZwN/GhFXR0QtsAp4EVhLZXkJwNXAhmLb24HXMnMdQGauBdYDj0fE8pK6IElVa1IvNZEknbCHgUci4reAV4CbgC8DATyamf8UETOBpyJiAXAbcH1EzAeez8wNQxvLzIcioge4IyLqMvO5MjsjSdXExFuSqkhm7gZuOap42VF19kbEyqLeA8Wyko7jtLl6nMOUpLOSibcknYWKBP2RUStKksaNa7wlSZKkEph4S5IkSSUw8ZYkSZJKYOItSZIklcAvV6rqtX32sYkOYdLY8PlPTHQIkiSdtZzxliRJkkpg4i1JkiSVwMRbkiRJKoGJtyRJklQCE29JkiSpBCbekiRJUglMvCVJkqQSmHhLkiRJJTDxliRJkkrglSslSdLE+UpMdAQT65dzoiNQiZzxliRJkkpg4i1JkiSVwMRbkiRJKoGJtyRJklQCE29JkiSpBCbekiRJUglMvCWpykTE3Ii4JSKaT6GN1vGMSZJk4i1JVSUi5gDfBq4DvhsRLRGxOiKejoh7h9Q7puwo90XEqhJClqSzhom3JFWXZcBnMvOPgMeBjwC1mXkDsCQilkbE7UeXDdNOG/BYWUFL0tmglCtXRkRrZm4r47kk6WyWmd8DiIibqMx6zwUeKR5+ArgRWD5M2VuH2oiIW4GNQN9ozxcRdwF3ASxatGhc+iBJ1WpMM94R0RoRLxS3PWQpSZNYRARwB7AbSGBz8dAuoBVoHKbs0Lb1wJ3APcDdoz1XZj6cmSsyc0VLS8u49UGSqtFYl5o8CDQMd3jSQ5aSNLlkxaeBl4APAQ3FQ01Uxv2uYcoOuQe4PzM7gGci4sGIcFmiJI2DUQfTiPgI0A1sBVZy7OHJ4cqGbj/mQ5ZF/bsiYk1ErGlvbx/LJpKkQkT8QUT8WnF3NvB5Do/LVwMbgLXDlFFMpLyWmesAMnMtsB54PCKWn/7oJam6HXeNd3HI8f8C/iXwTY49PHntCGVDt78T+B0qhyy/MFpAmfkw8DDAihUrcsw9kSRBZfx8JCJ+C3iFytj9/YhYANwGXE9l+clTQ8siYj7wfGZuGNpYZj4UET3AHRFRl5nPldcVSaouo3258rPAFzJzT2XJ4LCHJ8d0yDIinomIB4Hfz8yB8eqAJOmwzNwN3DK0LCJWFmUPFEtIhivrOE6bq09PtJJ0dhltqcnNwKcj4kngGuDn8ZClJJ1RMnN3Zj6SmVuPVyZJOr2OO+OdmTcdul0k37/AUYcn8ZClJEmSNKoxn8c7M1eChywlSZKkk3HCF9Ap1g8+MlqZJEmSpMM8N6skSZJUAhNvSZIkqQQm3pIkSVIJTLwlSZKkEph4S5IkSSUw8ZYkSZJKYOItSZIklcDEW5IkSSqBibckSZJUAhNvSZIkqQQm3pIkSVIJTLwlSZKkEph4S5IkSSUw8ZYkSZJKYOItSZIklaBuogOQJEk6a30lJjqCifXLOdERlMoZb0mSJKkEJt6SJElSCUy8JUnHiIjWiY5BkqqNibckVZGImBUR/xART0TENyKiPiLei4gni5+rinqrI+LpiLh3hKbui4hV5UUuSdXPxFuSqsungD/OzI8BW4HPAl/NzJXFz8sRcTtQm5k3AEsiYukw7bQBj5UWtSSdBUy8JamKZOYXMvM7xd0WoA/4uYh4tpjlrgNWAo8UdZ4AbhzaRkTcCmwstj2uiLgrItZExJr29vbx6oYkVSUTb0mqQhFxAzAH+A5wc2ZeB0wBPg40ApuLqruA1iHb1QN3AvcAd4/2PJn5cGauyMwVLS0t49sJSaoyJt6SVGUiYi7wJ8BvAC9l5pbioTXAUqALaCjKmjjys+Ae4P7M7ACeiYgHI8LPCkkaBw6mklRFihnrrwF/mJkbgS9FxNURUQusAl4E1nJ4ecnVwIZi29uB1zJzHUBmrgXWA49HxPISuyFJVckrV0pSdflN4FrgcxHxOeC7wJeAAB7NzH+KiJnAUxGxALgNuD4i5gPPZ+aGoY1l5kMR0QPcERF1mflcmZ2RpGpi4i1JVSQzvwh88aji/3hUnb0RsRK4BXigWFbScZw2V49zmJJ0VjLxlqSzUGbu5vCZTSRJJXCNtyRJklQCE29JkiSpBCbekiRJUglMvCVJkqQSmHhLkiRJJTDxliRJkkpg4i1JkiSVwMRbkiRJKsGYEu+ImBsRt0RE88k+UUS0nuy2kiRJ0plu1MQ7IuYA3wauA74bES0RsToino6Ie4fUO6bsKPdFxKpxiVqSJEk6w4xlxnsZ8JnM/CPgceAjQG1m3gAsiYilEXH70WXDtNMGPDZOcUuSJElnlLrRKmTm9wAi4iYqs95zgUeKh58AbgSWD1P21qE2IuJWYCPQN9rzRcRdwF0AixYtGmM3JEmSpMltrGu8A7gD2A0ksLl4aBfQCjQOU3Zo23rgTuAe4O7RniszH87MFZm5oqWlZYzdkCRJkia3MSXeWfFp4CXgQ0BD8VBT0UbXMGWH3APcn5kdwDMR8WBEeDYVSZIknVXG8uXKP4iIXyvuzgY+T2UpCcDVwAZg7TBlFGu/X8vMdQCZuRZYDzweEcvHowOSJEnSmWDUNd7Aw8AjEfFbwCvAN4HvR8QC4DbgeirLT54aWhYR84HnM3PD0MYy86GI6AHuiIi6zHxu3HojSZIkTVJj+XLlbuCWoWURsbIoe6BYQjJcWcdx2lx9sgFLkiRJZ6KxzHgfo0jGHxmtTJIkSVKFX3KUJEmSSmDiLUmSJJXAxFuSJEkqgYm3JOkYEdE6ei1J0okw8ZakKhIRsyLiHyLiiYj4RkTUR8TqiHg6Iu4dUu+YsqPcFxGryolaks4OJt6SVF0+BfxxZn4M2Ar8ElCbmTcASyJiaXFxsyPKhmmnDXisrKAl6WxwUqcTlCRNTpn5hSF3W4BfAf5Lcf8JKlcZXs7h078eKnvr0EYRcSuwEeg7zeFK0lnFGW9JqkIRcQMwB3gf2FwU7wJagcZhyg5tVw/cCdwD3D2G57krItZExJr29vbx64AkVSETb0mqMhExF/gT4DeALqCheKiJyrg/XNkh9wD3F1cgfiYiHoyIET8rMvPhzFyRmStaWlrGuSeSVF1MvCWpihQz1l8D/jAzNwJrqSwlAbga2DBCGcXa79cycx1AZq4F1gOPR8TycnogSdXLNd6SVF1+E7gW+FxEfA74S+BXI2IBcBtwPZDAU0PLImI+8HxmbhjaWGY+FBE9wB0RUZeZz5XYF0mqKibeklRFMvOLwBeHlkXEo8AtwAPFEhIiYuVRZR3HaXP16YpXks4mJt6SVOUyczeHz2IyYpkk6fRyjbckSZJUAhNvSZIkqQQm3pIkSVIJTLwlSZKkEph4S5IkSSUw8ZYkSZJKYOItSZIklcDEW5IkSSqBibckSZJUAhNvSZIkqQQm3pIkSVIJTLwlSZKkEph4S5IkSSUw8ZYkSZJKYOItSZIklcDEW5IkSSqBibckSZJUAhNvSZIkqQQm3pIkSVIJTLwlSZKkEph4S5IkSSUw8ZYkHSMiWic6BkmqNibeklRlIqI1Ip4qbtdFxHsR8WTxc1VRvjoino6Ie0do5r6IWFVWzJJ0Nigt8Xb2RJJOv4iYA/wV0FgULQO+mpkri5+XI+J2oDYzbwCWRMTSYZpqAx4rJWhJOkuMmnhHxKyI+IeIeCIivhER9cPNlDh7IkmTQj9wB7C3uH898HMR8WwxTtcBK4FHisefAG4c2kBE3ApsBPpKiViSzhJjmfH+FPDHmfkxYCvwSxw1U+LsiSRNDpm5NzM7hhQ9B9ycmdcBU4CPU5kN31w8vgsYPCIZEfXAncA9wN2jPV9E3BURayJiTXt7+zj1QpKq06iJd2Z+ITO/U9xtAX6FY2dKVg5TNuhEZk8cxCVpXL2UmVuK22uApUAX0FCUNXHkZ8E9wP1F8v5MRDwYESN+VmTmw5m5IjNXtLS0nIbwJal6jHmNd0TcAMwB3ufYmZJxmz1xEJekcfWliLg6ImqBVcCLwFoOT5BcDWwAKI5evpaZ6wAycy2wHng8IpaXG7YkVZ+6sVSKiLnAnwD/CvgMx86UjGn2JCKeiYgHgd/PzIFxiF+SdHz3AV8BAng0M/8pImYCT0XEAuA24PqImA88n5kbhm6cmQ9FRA9wR0TUZeZzJccvSVVj1MS7mLH+GvCHmbkxIg7NlPyIykzJm8CmYcqGnT2JiOupzJ78fma+MP5dkiRl5sri9ytUzmwy9LG9EbESuAV4oFhW0sEIMnP1aQtUks4iY5nx/k3gWuBzEfE54C+BXx06UwIkzp5I0hkjM3dz+Ls5kqQSjJp4Z+YXgS8OLYuIRzlypgRnTyRJkqSRjWmN99GGmylx9kSSJEkamZeMlyRJkkpg4i1JkiSVwMRbkiRJKoGJtyRJklQCE29JkiSpBCbekiRJUglMvCVJkqQSmHhLkiRJJTDxliRJkkpg4i1JkiSVwMRbkiRJKoGJtyRJklQCE29JkiSpBCbekiRJUglMvCVJkqQSmHhLkiRJJTDxliRJkkpg4i1JkiSVwMRbkiRJKoGJtyRJklQCE29J0jEionWiY5CkamPiLUlVJiJaI+KpIfdXR8TTEXHv8cqOcl9ErDrdsUrS2cTEW5KqSETMAf4KaCzu3w7UZuYNwJKIWDpc2TBNtQGPlRS2JJ0VTLwlqbr0A3cAe4v7K4FHittPADeOUDYoIm4FNgJ9oz1ZRNwVEWsiYk17e/upxi5JVc3EW5KqSGbuzcyOIUWNwObi9i6gdYQyACKiHrgTuAe4ewzP93BmrsjMFS0tLePQA0mqXibeklTduoCG4nYTlXF/uLJD7gHuL5L3ZyLiwYjws0KSxoGDqSRVt7UcXkpyNbBhhLJD68Ffy8x1AJm5FlgPPB4Ry0uLWJKqVN1EByBJOq2+CTwVEQuA24DrgTy6LCLmA89n5oahG2fmQxHRA9wREXWZ+Vyp0UtSFTHxlqQqlJkri997I2IlcAvwwKH138OUdQzXTtHG6tMbrSSdHUy8JanKZeZuDp/FZMQySdLp5RpvSZIkqQQm3pIkSVIJTLwlSZKkEph4S5IkSSUw8ZYkSZJK4FlNpLNI22cfm+gQJoUNn//ERIcgSToLlTbjHRGtZT2XJEmSNNmMKfGOiNaIeGrI/dUR8XRE3Hu8sqPcFxGrTi1cSZIk6cw0auIdEXOAvwIai/u3A7WZeQOwJCKWDlc2TFNtgMe5JUmSdFYay4x3P3AHsLe4v5LDVzt7ArhxhLJBEXErsBHoG+3JIuKuiFgTEWva29vHEJ4kSZI0+Y2aeGfm3szsGFLUCGwubu8CWkcoAyAi6oE7gXuAu8fwfA9n5orMXNHS0jKmTkiSJEmT3cl8ubILaChuNxVtDFd2yD3A/UXy/kxEPBgRnsZQkiRJZ5WTSYDXcngpydXAhhHKDq0Hfy0z1wFk5lpgPfB4RCw/2aAlSZKkM83JnMf7m8BTEbEAuA24HsijyyJiPvB8Zm4YunFmPhQRPcAdEVGXmc+dSgckSZKkM8GYE+/MXFn83hsRK4FbgAcOrf8epqxjuHaKNlafbMCSJEnSmeikrlyZmbs5fBaTEcskSZIkVfglR0mSJKkEJt6SJElSCUy8JUmSpBKYeEuSJEklMPGWJEmSSmDiLUk6RkS0TnQMklRtTLwlqcpFRF1EvBcRTxY/V0XE6oh4OiLuHWGz+yJiVZlxSlK1M/GWpOq3DPhqZq4sLoa2FKjNzBuAJRGxdJht2oDHygtRkqrfSV1AR5J0Rrke+LmI+BngZeAAhy949gRwI/DWocoRcSuwEegbreGIuAu4C2DRokXjG7UkVRlnvCWp+j0H3JyZ1wFTgNuAzcVju4DB9dwRUQ/cCdwD3D1aw5n5cGauyMwVLS0t4x64JFUTE29Jqn4vZeaW4vYaoBloKO43ceRnwT3A/ZnZATwTEQ9GhJ8VkjQOHEwlqfp9KSKujohaYBXwaSrLSwCuBjYARMTtwGuZuQ4gM9cC64HHI2J5yTFLUtVxjbckVb/7gK8AATwKfBN4KiIWUFl2cn1EzAeez8wNQzfMzIcioge4IyLqMvO5UiOXpCpi4i1JVS4zX6FyZpNBEbESuAV4oFhW0nGc7Vefzvgk6Wxh4i1JZ6HM3M3hM5tIkkrgGm9JkiSpBCbekiRJUglMvCVJkqQSmHhLkiRJJTDxliRJkkpg4i1JkiSVwMRbkiRJKoGJtyRJklQCE29JkiSpBCbekiRJUglMvCVJkqQS1E10AOOt7bOPTXQIk8aGz39iokOQJElSwRlvSZIkqQQm3pIkSVIJqm6piSTpDPKVmOgIJtYv50RHIKlEznhLkiRJJTDxliRJkkpg4i1JkiSVwMRbkiRJKoGJtyRJklQCE29JkiSpBKUl3hHRWtZzSZJOjWO2JI2/cU28I2J1RDwdEfcO8/B9EbFqPJ9PknTyHLMlqVzjdgGdiLgdqM3MGyLiLyJiaWa+NaRKG/DYeD2fRtf2WV9uScNzzJ4kzvYLCElnmfG8cuVK4JHi9hPAjcBbABFxK7AR6ButkYi4C7iruNsVEW+eYBzNwI4T3GaysQ8T70yPH878Ppy2+OP+09HqsC4p7ZlO3Eocs8t2tvTVflaX09vPT02qfz5P+5g9nol3I7C5uL0LuBYgIuqBO4HfAe4GvnC8RjLzYeDhkw0iItZk5oqT3X4ysA8T70yPH878Ppzp8UOlDxMdw3E4ZpfsbOmr/awuZ0s/oZwxezzXeHcBDcXtpiFt3wPcn5kdwDMR8WBEeDYVSZpYjtmSVLLxHEzXUjlUCXA1sKFYQ/haZq4DyMy1wHrg8YhYPo7PLUk6MY7ZklSy8Vxq8k3gqYhYANwG3ApEZm4YWikzH4qIHuCOiKjLzOfGMQY4hUOek4h9mHhnevxw5vfhTI8fJncfvoljdtnOlr7az+pytvQTSuhrZOb4NRYxB7gF+H5mbh23hiVJ484xW5LKNa6JtyRJkqTh+YUZSZIkqQSTOvGOiFsj4s2IeDsiPnuKbf19RMwep9BO5Hn/IiK2R8Qr49BWqX2IiPMj4rsR8XpEvBoRv3eK7ZW+DyJiWkQ8GxEvFn34j6fY3kS9j2oj4oWI+PYptjNR8W+IiJcjYt2pnq5pgt5HsyPi6xHxRvH3cMMptDUh+6BM4zl2TzYjvZcjYm5EfCci3ip+z5nIOE/GSJ9Xx+tbRPxhsZ/fjIifLT/qE3ecfv6HiNhc7Nt1EfHxIY+dif0c8TO8mvbpKP2cfPs0MyflD1ALvAMsAeqBF4HLJzquk+jHTVTOj/vKRMdyErHPB64tbs8Afnym7QMggKbi9hTgGeD6iY7rJPrxGeArwLcnOpaTjH8D0DzRcZxC/H8F/FZxux6YPdExTdafahm7j9O/Yd/LwAPAZ4vbn6VySsYJj/cE+zbs59VIfQMuL/bvVGBxsd9rJ7ofp9DP/wD8u2Hqn6n9HPEzvJr26Sj9nHT7dDLPeF8HvJ2Z72ZmL/A3wCePrhQR/zUivlj8t/NuRPx08d/s6xHxX4fU2xARzRHRVjz2Z8V/Rk9ERMPR7Y6XzPw+lYtTjGiy9iEzt2Tm88XtTuB14LwzJf4i7szMruLulOLnmC82TOY+RMRC4BPAnx+nzqSNf6wmax8iYiaVD+rVAJnZm5l7zpT4J8BYx+7WiPhGVI5GvRgRHypekzci4s8j4pWI+HJE3BwRP4jKzNx1pfdm7D5J5R80it+rhqsUEb8flRnzFyPi80XZkxHxnyPi+8V74icj4m+LPv+ncsI/7ufVSH37JPA3mXkgM9cDb1PZ/0co+vPDos/PRsSMiPj1iPhmRHwrItZHxO9GxGeicmTvRxExd/x7WDGWz+WjnKn9PN5neNXs07HmKkeZsH5O5sT7POD9Ifc3MfILOQf4CPB/At8C/jNwBXBVRFwzTP2lwEOZeQWwB/hX4xPyKZnUfYiINmA5lRnj4Uza+KOyTGMdsB34TmaeaX34L8DvAwOj1Jus8UPln50nImJtVC4xPpLJ2IclQDvwl8XA+ucR0ThC3ckYf9nGOnb/f8D3MvNqKrOPrxblFwH/L7AMuBT4ZSrnG/93wL8/TTGfiJHey62ZuQUqiQBwztEbRsRtVBKcnyr6/cCQh3sz8ybgT4G/Az4NXAn8ekTMOy09GbuR+jbqvo7KlVD/O/B7RZ9vBvYXD19JZf9eB/wRsC8zlwNPA792eroyqt+NiJeKf5oPLb844/s5zGd4Ve7TEXKVSbVPJ3PiHcOUjXQKlm9l5djBy8C2zHw5MweoDORtw9Rfn8UFIqhcRGK4OmWbtH2IiCbgfwD/NjP3jlBt0safmf2ZeQ2wELguIq4coeqk60NE/BywPSsXMhnNpIt/iA9n5rVUzhf96Yi4aYR6k7EPdVQSwy8WA2s3lUOzw5mM8ZdtrGP3R4AvwuDfaEdRvv6o1+2fh7ymbach3hM11vfycG4G/jIz9wFk5tBZ10eL3y8DrxazeAeAd4HzxyHu02Es+/oSYEsW53/PzL2Z2Vc89t3M7MzMdqCDyj+rMHH7+ovAhcA1wBbg/ynKz+h+jvEzfLD6MGVnRF9H6Oek26eTOfHexJGDzULggxHqHih+Dwy5fej+cBcJGlqnf4Q6ZZuUfYiIKVTeyF/OzL89TtVJGf9QWVke8CSVC4UMZzL24cPAL0TEBiqH7D8SEf9thLqTMX4AMvOD4vd24BsMc0jvqJgmUx82AZuGHCn5OpVEfDiTMf6yncjYPZyjX7ehr+mEvz7HeS9vi4j5AMXv7cNsHow8gXSi750yjdS3sezrsfQZJsG+zsxtxT+BA8CfcXjfnrH9PM5neFXt05H6ORn36WROvJ8DlkbE4mK6/5c4PCOgEkREUFnX+npm/vFEx3MyIqIlijNIRGX97M3AGxMa1AnIzD/MzIWZ2Ublb+B/ZuavTHBYJyQiGiNixqHbwMeAUz7LT1mycmGZ9yPikqLoo8BrExjSZDfWsfufgbthcDnYzBJjPCmjvJcfBe4sbt9JZbnI0Z4AfiMiphdtnLb1veNspL49CvxSREyNiMVUlk49e9S2bwALIuInAYo1shP9j8SwDiWihX/Jkfv2jOvnKJ/hVbNPj9fPybhPJ+WbHyAz+yLid4HHqXxL/i8y89VRNpt0IuKrwEqgOSI2Af93Zq6e2KjG7MPArwIvF2ukAf59Zv79xIV0wuYDfxURtVT+0XwkM0/plHw6Ya3ANypjI3XAVzLzHyc2pBP2vwNfLhLJd4F/M8HxTFonMHb/HvBwRPwmldn+u6kcCp7Mjvde/jzwSNGf94BfPHrjzPzHYq3/mojoBf6eybFuHTju59WwfcvMVyPiESr/iPYBn87M/qFtZmZvRNwB/Ekx+bGfygTIhDlOPx8o9k9SOXvNb8OZ20+O/xleTfv0eP2cdPvUK1dKkiRJJZjMS00kSZKkqmHiLUmSJJXAxFuSJEkqgYm3JEmSVAITb0mSJKkEJt6SJElSCUy8JUmSpBL8/6TOYM62NXznAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,4))\n",
    "\n",
    "# 直方图 - 女800米跑\n",
    "axes = plt.subplot(1,2,1)\n",
    "_ = axes.hist(x, bins=4)\n",
    "plt.xticks(np.arange(0,7),[str(i) + ' min'for i in np.arange(0,7)])\n",
    "plt.yticks(np.arange(0,500,step=100),[str(i) + '人'for i in np.arange(0,500,step=100)], family='KaiTi')\n",
    "_ = plt.title(label='    女800米跑    ',\n",
    "              family='KaiTi',\n",
    "              fontsize=20,\n",
    "              pad=20,\n",
    "              color='white',\n",
    "              backgroundcolor='#c5b783',\n",
    "              weight='bold')\n",
    "\n",
    "# 直方图 - 女跳远\n",
    "axes = plt.subplot(1,2,2)\n",
    "_ = axes.hist(df_female['女跳远'], bins=4, color = 'orange')\n",
    "plt.xticks(np.arange(0,251,step=50),[str(i) + ' cm'for i in np.arange(0,251,step=50)])\n",
    "plt.yticks(np.arange(0,351,step=50),[str(i) + '人'for i in np.arange(0,351,step=50)], family='KaiTi')\n",
    "_ = plt.title(label='    女跳远    ',\n",
    "              family='KaiTi',\n",
    "              fontsize=20,\n",
    "              pad=20,\n",
    "              color='white',\n",
    "              backgroundcolor='#c5b783',\n",
    "              weight='bold')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "524522f7",
   "metadata": {},
   "source": [
    "3、使用嵌套饼图对比男女生体重指数BMI进行比例统计，分为正常、低体重、超重、肥胖  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "f1af4baa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "正常     354\n",
       "超重      61\n",
       "肥胖      38\n",
       "低体重     13\n",
       "Name: BMI, dtype: int64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BMI_male = pd.cut(df_male['BMI'], \n",
    "       bins=[0, 16.4, 23.2, 26.3, 50],\n",
    "       labels=['低体重','正常','超重', '肥胖'], \n",
    "       right=True).value_counts()\n",
    "BMI_male"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "0093ab91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "正常（女）    441\n",
       "超重        85\n",
       "肥胖        52\n",
       "低体重        8\n",
       "Name: BMI, dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BMI_female = pd.cut(df_female['BMI'], \n",
    "       bins=[0, 16.4, 22.7, 25.2, 50],\n",
    "       labels=['低体重','正常（女）','超重', '肥胖'], \n",
    "       right=True).value_counts()\n",
    "BMI_female"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "5f8a0b95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1edf7b74370>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "plt.figure(figsize = (14, 14))\n",
    "# 外部饼图\n",
    "_ = plt.pie(BMI_male.values/BMI_male.values.sum(),\n",
    "            radius=1,\n",
    "            autopct='%0.f%%',\n",
    "            pctdistance=0.85,\n",
    "            labels=BMI_male.keys(),\n",
    "            wedgeprops={\n",
    "                'linewidth': 5,  # 饼图间隔的宽度\n",
    "                'width': 0.3,    # 饼图的宽度\n",
    "                'edgecolor': 'white'  # 间隔的颜色\n",
    "            },\n",
    "            textprops={\n",
    "                'family': 'KaiTi',\n",
    "                'fontsize': 18,\n",
    "            })\n",
    "# 内部饼图\n",
    "_ = plt.pie(BMI_female.values/BMI_female.values.sum(),\n",
    "            radius=0.7,\n",
    "            autopct='%0.f%%',\n",
    "            pctdistance=0.76,\n",
    "            wedgeprops={\n",
    "                'linewidth': 5,\n",
    "                'width': 0.3,\n",
    "                'edgecolor': 'white'\n",
    "            },\n",
    "            textprops={\n",
    "                'family': 'KaiTi',\n",
    "                'fontsize': 14\n",
    "            })\n",
    "\n",
    "plt.legend(['正常（男）','超重（男）','肥胖（男）','低体重（女）','正常（女）','超重（女）','肥胖（女）','低体重（女）'],\n",
    "           fontsize = 14)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
